{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 视觉变换样例库\n",
        "\n",
        "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.svg)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/docs/api_python/samples/dataset/vision_gallery.ipynb)&emsp;\n",
        "[![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.svg)](https://gitee.com/mindspore/mindspore/blob/master/docs/api/api_python/samples/dataset/vision_gallery.ipynb)\n",
        "\n",
        "此指南展示了[mindpore.dataset.vision](https://mindspore.cn/docs/zh-CN/master/api_python/mindspore.dataset.transforms.html#%E8%A7%86%E8%A7%89)模块中各种变换的用法。"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 环境准备"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/flamingos.jpg (45 kB)\n",
            "\n",
            "file_sizes: 100%|███████████████████████████| 45.8k/45.8k [00:00<00:00, 640kB/s]\n",
            "Successfully downloaded file to ./flamingos.jpg\n"
          ]
        }
      ],
      "source": [
        "from download import download\n",
        "import matplotlib.pyplot as plt\n",
        "from PIL import Image\n",
        "\n",
        "import mindspore.dataset as ds\n",
        "import mindspore.dataset.vision as vision\n",
        "\n",
        "# Download opensource datasets\n",
        "url = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/flamingos.jpg\"\n",
        "download(url, './flamingos.jpg', replace=True)\n",
        "orig_img = Image.open('flamingos.jpg')\n",
        "\n",
        "# Env set for randomness and prepare plot function\n",
        "ds.config.set_seed(66)\n",
        "\n",
        "def plot(imgs, first_origin=True, **kwargs):\n",
        "    num_rows = 1\n",
        "    num_cols = len(imgs) + first_origin\n",
        "\n",
        "    _, axs = plt.subplots(nrows=num_rows, ncols=num_cols, squeeze=False)\n",
        "    if first_origin:\n",
        "        imgs = [orig_img] + imgs\n",
        "    for idx, img in enumerate(imgs):\n",
        "        ax = axs[0, idx]\n",
        "        ax.imshow(img, **kwargs)\n",
        "        ax.set(xticklabels=[], yticklabels=[], xticks=[], yticks=[])\n",
        "\n",
        "    if first_origin:\n",
        "        axs[0, 0].set(title='Original image')\n",
        "        axs[0, 0].title.set_size(8)\n",
        "    plt.tight_layout()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 几何变换\n",
        "\n",
        "几何图像变换是指改变图像的几何属性，如其形状、大小、方向或位置，其涉及对图像像素或坐标进行数学运算。\n",
        "\n",
        "### Pad\n",
        "\n",
        "[mindspore.dataset.vision.Pad](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.Pad.html#mindspore.dataset.vision.Pad) 会对图像的边缘填充像素。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "padded_imgs = [vision.Pad(padding=padding)(orig_img) for padding in (3, 10, 30, 50)]\n",
        "plot(padded_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Resize\n",
        "\n",
        "[mindspore.dataset.vision.Resize](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.Resize.html#mindspore.dataset.vision.Resize) 会调整图像的尺寸大小。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "resized_imgs = [vision.Resize(size=size)(orig_img) for size in (30, 50, 100)]\n",
        "plot(resized_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### CenterCrop\n",
        "\n",
        "[mindspore.dataset.vision.CenterCrop](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.CenterCrop.html#mindspore.dataset.vision.CenterCrop) 会在图像中裁剪出中心区域。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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9KeX2HrFwxBBxTUBWHuoaXZzQNA1Nt2IqJWbUYWKFXcOJmidSsp6YnGffSAf194D/n4j81xnm+7eAn8zv3esJ+zrwYeCngY8Av3bm/VMTTBG5BHxSVX9IRP4g8Gfewj6dl4A5b3t3gGdExOR96u03gD+Zc2uFqnY8skd2nolgrMXYXj0i5Z80kwzuVcq4SaUPHVTeHHJ3ofSZAe+UnVn3gZzUYKZ9Cna6V81OzqX00VyKnjaUctHNIJ5o132hb896A2tBg8d3Ld1qQbtaUIQOox5HSMIRXZ2KYkPAiMXEmOpRB+UBb8eib3GrY4pYcmW0zSc//G6+Nq/5h199kV//9V/nj/yRP0KzqjFW0JhzRTlE6CMFQw/32XzaUgSlChIDoimhJciGQACDSMyQ6ARD652TDPyg9mVnmzg2Km3T4BcL6uMjVidHtIs5BqUaTxjv7BGjUghIWeFcgTV99tAgbowrJyCGbtUSD4/YWs7ZffwKoXS4cSJRBFVsoUipqKsJqizbjqZtoW2pukChESdn7lzpc5Xne6hvmINS1Vsi8p8Bf19EImlQ/9/f5yM/Cfx1EfkHwJxNtHWeHQJzEflZNpHXw9hd21NVLyL/FfDLwKcG+/QfAX9bUqhxAPxL78D3P7JvURMjuFGJq0q0LFGXilLV2ETrNf2PJWBT/Q33cAD0cVQ/mvVFNJso5ndg78/9W3JGpTcdLGhUNPQ/ZJmilBMRFNtTyQesxcI6puOCbv8GR4e3WO7foj3ap4otpY1MnEPF4h3UoWG1qilixLZLYn18asB/O2aKgsYFQnOAuXWAiU/y/OOPMXl9wc///C/yPd/zvTx+9Sp1syLGiLGGtTzDPc5UOhUBJWSSSACNa/WN4Vp3neOzM5AB56BfEAyxn2lEJfqOdrmgW86pZzMOb9zg4Pp1fNuyc2GPi088xU5Upq6gsgW4TV1UwGBHY0bbOzQKbe0p5g2ynDFWzwrBiCOaIh1yKZQ23YNtV2PKJTEkrmIbIqPY5xuH1XGce1/39g2lmavqT5MiorOv/+Bg+T/ul0XkX8xO4S8DL6nqy8CfvcdnPpkX/+j9tp3/Pm8bP3j2/Xttj0SC+CuZGPHn82c+Dfz+ex70N9okFRUCp+PSwT1ghm+8mUjWW/3ac7bzje7YHAfVucFvvjsOll3cwH3iN3DfqXFhAOvF1XKz/jsx6ItgXIm4IsnCZKUEXf/YQWGoRaVXmDgvEtIzL52Jss5GTHdtY0NU34RSZ4/zDA4lffEtg995ABqMQIqQdPJ6mSRSPVPMv/utCqnAc7DrIuBEqOsVzfERWq8wvsNZhxOwRtO5MRZHpFTFSsDELskSPSwaW1YcbO/R7q/YdoJdrLh9e8HW1hbXr1/nl3/pU/xL/+KfQCOpwFiESDhFJEmnd7OcHHUkWtY5KCWuT29/ehQQvcc1v4dJr9TQU/djxLcdoalplysWBwccXn+dO9de4+jmDaIPrOYLOg9RHHY8xlUjrItEFawI0QgyHmO2p7QijE1BPa9ZHRwyerpFgycGTYgliUYvVpDSYsoSN5pSicMUVZ5gpdKJYVTdH/T90gbf7IW6f1dEtoCvquqn/nnvTLZ/Q0T+BIld+K/+c96XR/a70EQsMp5iqjFaVoiz4AzqDNE5givwUhDEEqUkcmaWqRlGYpP52SQ8krs5+9CfP8z1rmmQf2A4sTjrsLITya/HDC9qJA3E0kdy+dP5vXXKJZAcR9DEZkPXQhpiAZvyIZoLWB2CPzpifu01zOyEqmsZlSMKUZzJR6+RkU01S+kLW6I/C4s9uMlogn/fxygWd3C+Zb4/4/rsDi9+9XWmFy7xT372Z/n4936Mp556ita3+NClKOqM9QXZMWqStooBk3+LJlUN7WHWnkQw0EB8szlkX/OEKiEEuq6jWda0qyXNyTGLkxPmszmosrezi0FQMbT1isX8hMliSTmZYlyJLQuipstjy4Lp1SucTMbEZY1GpZ7PcKEjNh3iAzhN+SuT70OnmMJSjMdIWSDGYrJsVXLaMd+tm+O7n31TOyhV/dF/3vtw1lT1L5Eo8o/skb09MwZTjlFXoNahOQeFMUSxRCxR7EY5ekBXPsuKuxccpJvFzWrc30ltVr1fMuver58O5PJ+rqnyKWqImpXLY0jK8nlg7qOnXjnDFA6cJVpLROm6lrap6VZLrCqltVjTKywkN5zYYSlLF4LPCunhLQkY389cNea9P/jDjPFMQuTO6zd4YlYgX3mdO7dv433gZ37m5/jzf/4naH2TSR2aI4Xe8WuqAZKISkSjx8SIeBKLKSomkyXiqbo0Nk5qfb7POaAe1YuK7wJN3bFc1tSLJd2yBVuwdfEK2zt7lEYwmnJTTdvgrKBdS+z8OniOkiY4RTnm0pPPcnv3CqvVG4wrYTU7IqxmBLOCtsUUVaKyxywDJRFTGKpJiY0lIBSFw1qT51WDiU7OQ97P/35TO6hH9jZMBY39ZR3OozfLp2ZkQ628twDHPSiUd97rcp/vHcJ0533GDNpeDEei4Wd1wEo8VSLZbSC+0GwgvigbTMiEwT4NGIDDgt+3a2IMZjRBXco/qTHJSdmkIhFl46g05582cUx/fKfRe81HuVEQ0HPTFnA/Z5Xf72GpwSB5xt+d2oqwqd0SI2vfmSCrTI4IgRh6R5XgrQTlJXq2GkEKh7gCrCVqoG5TJNAul1iUkbM4Y7EoGhrQXssunZsYWmLXgYaHhpejCF21RcTQqFC85wp/4ieeZvLM8/zVv/rfcPPOAb/4S7/Mj/3hH+PKlQv4EAdExx6nzAQIUVSESCJzCEDQXCif1DRSnGVZF9ZKH2v0Rb69q4qbZ6G/PlEJQenawGpeM58vaVcNhZSMtyrM7l46b9YiIdDWC9rFCdaAE5JYb4Zh08Ni0CBU04vYrUvMzS0K8dSLE6iXUDT4eokrS4yzGAwBg0jEFpbSgISk7Vc6l4gkmT2iuT5ONGIIwynVXfbIQT2yR/aNNmNhvA2jKVqNiUWFuhJsgZqU+I+6qYnZpGXSENaLAW8cUIqA1i0O1n7jbG6qX/uujNL5diqfdPfL6+334VL6gzU1MEdNSb28g9hB7IVy6eW8Ma7EWAfGocalvlgx5a8ihqCsi10VT9SA1RSNRe/zTwchYDQQgh/k096+eSwBoTNgImxfvMKf+lP/fZ555nn+87/0l3jxxS/xqU/9En/8j/+xdLiQipYlps4cpFySBAdq6QVvEcmiuXFwiocOP6OVa8LFJoLqJyzJieU7IwZCjLSdZ7FasVw1SISdrTHbkxGmsIjLFH4iZb2gPXaYrqG0Fhci1ntsrm6OpBICN5pS7F6CaoxvTjB1oDuZU4wblosDqARbghbjlA+MgrNjRCLORMRocop2IEzbT2YwSerqPg7qUUfdR/bIvtEmJj3QRYW6CnUFWJeaFGZChOpp97Lm8UnK25gs+JkUkXTDh7gX3VtO/zzYsN1HAoNtsAav7hmlpEAqF6RmJ5UaFIbNz9pFCohBjENskRJRa+HcVMC8hjiNASMoMVO1IxoCoWsJXUNoGzT4FJnFkBTjH9rSzD9qGkq7CI2H7/nEJ/jX/+f/Bp1v+fSnf5UQIiKOHmJVUTBp8JVoIaZJR4hCDDE1MNTUYqSXGxM5c5LX5/9e1+TM+UaIUemCp+06oiquKCjGFaOtKZOdLcZbU6qtKdXWNtVkymiyRVmOcEYSV1Qj1qR7zWiWYCpLit09onVUoxGxC8z3T6h8R5wfoc2MGGq8+JRdEsGYisKNKIuC0lmss7kBaJ8j3OQvPakP1Xn2QBHUztjqYzsuNYVbS8Qn794vb1g8m/eG3z/gtpx6b31x5PTyvS1L0w91y05/wVu0ewMXm9niPfDgfhowSGKukfs1HNJvYCDlknXHWLOZ8ue0f5jzct6nr97o3lYn0ASp5BD61BCnZ9Yir/PWWEJv197OZ+8H/93rdTNY1jCAB7thoe5gO0OYblDMy4DdFwYwoPMbRp+vN4y+t2sqBl9u4aotYlESbUWwJdEWGdozG5LbqWioTyb1rK8+s97DP2//Or2jpj2Uk51T9MlZhC4VRsc8LAkY67DOJFajLfBYUJMEWY3F2BI3GlOMJ7RiCBqR0GGjh9CioSO0q6TXR1JN0BiJ2mvaPcxxpFPdWxCSsjmCVeX7f+/v4d//D/8DvvqVF2m7gLWOENOH0oRCAENQRXCoGiRADDl/FjZKEslknZNbO7rssO51ZTVHIppJD0GhDRE1hqIqKcsSOxpjxxVF4VIkZ1xmwpcJQhYLBoKJRKeErIaRyO9KawxdWbIMDVdKQVdCM1swbRukA7OskalHU7oJGy2ITY5ZkrpGFINm7cENqcesR6H7RVAP5KAe3yn4v/655yldQVEWlIXLCTCHtRbTa4tJao5VlEW6+WzqfZLkINMgbSRh8ekSxtTZuagwxWhNv03qzrIOd9cPoTEJAnAlYlIV/rBVAeuLzOCCw6bG4sxgvd62rqmvfRJXo6JdA22TZnLRp9dMkeCFkDS1YgyohvQ7BqL69BM9MSTIIax/e3zw+C7Jgvgu4DtPF0JaRx0/8p+8/MqDXJtH9rvHVAzRVURXoLYgZlhPs5L5GX3r4SfTYKYpekrc3l6V/O4JXf/yWahL0qYGea3BE3EOpAd3/w3cJV2z/nh+nNZ6exqRHEn1tU8iIEZSu3tjc8fcDbVaJevXWYstClRSy4aY6dmxh/iCZ92IPIb0DIt5qInV+nhyLqkfNbxG1AhRI13d8qN/6A/xez/5STRA27UYO2jamEkAiTYeQAUJoD4keagYcnTZT1zzBesnt5DIM/c898NJHOt9FHIvM+cwhUPKItXZmeT0E4FDN8EMShDFGAgZQtY84fE+YkLEuRIxltB1CI7VIjcrtBGWC6RpklqEdRgFFZ/HbZNacMsg55QjX9/n1fqJ1jn2QA7KiKEqcuhWFJSloygLnHOIWHwXiF3EWcE4SfUKRZEq5k12UmveaXJSdB1atygNUs2QrUsYY9HOpxnMZGfTWTOH+4hBrENtBcZl/a7+vXSxhB6/zVBIfzHXs5V+fpJuDOmvtBncLAoigXCyJPqWuLydVnHbyHgbU40Rm0UfY8gMnfTQJGflibElGI+xBuNDduKCMYKV1MDMik9V9N7gjSHqo9Tgt7KJdcj2JRpnUVcQy4roKoIUqTBXDCLuVE4imQJh7aR61QJkM4Dmb2DNIuspyMOtnHnp7OC3fnbu4ZH07Ip3H116bsiKPkqOnjxoi1GfjiGhdbjsgDAp/yS2AGNRNSmnEgFbYkeTVJQb+zJkxfsWQgfaJfJFCOAVglDsXICiBG7c8xq8NZP1JICMEBUmtd2IMeKcY3ZygnMO58BGQTU1M+zFu1O80AGZuBEC4n3adoi5JkzXo9EQYeqv6SZ+uvuEJ2ZcjkmspRxVa5hXJKnCq3GELDslJhGJmujxmRiRGiimwMJoZuTFSGwautWSkZbsuCn+ZIHxwrJe4f0SY0DbJbZdYWMHxSRH/QGR3tm5FBGjaYwzEKKu501G+0nAve2BRkIxhlE5oSgKisJSlSVlVeBskUJq3zLeHueQPUm5GJfkXIwxSUYjr+e7FldU2MLAlkXiku74Vfytr2Kme0gYE49XKTScVtjdi7BzGbN1CVwJ4pA+mdrDfWI2DlkhFVyk97SPns5AJhHNzcXylLGnPvYRlIHiUpVmgu1VNLSIqZJci5CYSdEj0efoavNjjCFGQWL6baR3Tr20i1nLuojk14wh3OeCvYWrtP78sM2BOb3KvT/5Fmac5+3a2ZbOb7bN+zGsTu/rOV84+HwcQHbabQRH4kBP71Th7QDu0wGUp81muZMBu29xsl5eLGbn7vdbNjFIOSagiRRhXGbu9Z2C8iRsHdv0926GhdnI2pwOf844kEF9zKmv5+zAd9qG0dQ9r5OcXndTmLsJv4ZQuK4npRv1iHR0+d6HjRPooxXtJYEiIgbrisyCS6xAWRMw4iZcE8AYRCzTCxewowkP46AU8BIwOapFc24GsFiCjzhbIJikzh49kiFAFQv07S0iJnpM6NDYJYdtJR/fRkVc5PSVkVzgqgMI8NT+6fB1xRjDaDTC2pQLE4HClfnvsCbdBIlEIlEjNipWk2q8NQX90xd8wDct9dEJ0nSU0aIeghg80EqAwtIpFDHgYqL1R2OI2SEbIIZIMMO9zMrpPZHkTXS2HshBWbFMJ9tY63J0ZCmLfAIEymqaGDnGrh2UuDRDMib9KBHjRlQjcMUoORhjQZRiuoe2J5hiBGYb2WmI831MaZCiIs6PiJSYi0+DKwBJjB/TV/pthFbUd8TbdzDTLdjdG+C8facWzSdNNydIzz5Q+TXJNRVVsXZcySEFRDwSLTEkqRpimoHEaIjRD/J1Azps1uzqH06jYFQSUVMC/qEc1CP7ZjexDpnsErsWdQ7KkiCOkBljkfQMIZLYaPewjOpkoVE5NQvt599rVOBsBMW5c5R3xjK0F6MSQ2qtQYyYEFL+SQOiJk3YSBoDNoP9KAlC146ogRAD1lpGkwlqHR7BRyWGgA2JcGFI1HZjHFQlpqh413d9F9uXrsDf+Pyb7u65JhBtxPRRhgpGk5yT6qChpIZ8PSzBrHEZLIJNQW9StmhW6GpBt1pQmjG94sR6ooquiwgiJs+t+5jqnHohTY5MJOkWAuneIZViOGMxMUdOAtGAV48PDSYGSpKSujUpiPAkJYq6XdHWS9qTI5r9fVZty7ioaKJPedLxFrK9y6otWB0uaA5eotbrXH7yOS5e3iLGlqlJ90AwkU4tgTT5TkXJvRzXPQP1tT0YxGct08nF7A8E51xmaGxOpmTcWIzFuGItiGmcSzTSPGCbXJiI6T8vMLmAkb6JlsFeFkx8AaxND+L8EO0CGg1iqkQ7JeHX2qsq97mnosRcfQ5sxhKGM9H1xR7MvLTvvRMHq2nGzW1+0H2mvmp2OglWFEly+hozhLg+F5or4gOCEDSF0huCSW6zYAxqlPQ1aX72yL51LcTIqgu4okKtyUW5Lv3W07p7w2hGcmS1rmnTwXrDm3/9QeX0Rjbb6nMWb2b9dO7Mi4NtyT3fVlh3zU3isFlOIudd1uvm9hs9HT16n6IkkjJ61PTsOFdgnEOsI3bJmRnrsJKkeYx1GOcodnYpptu4Jx7HXrj8Fo7w/kdvJMGlSWs9nzOTRnsTAlYgxJCQHktmKAomkuucIlrXhNkJ4fhOGsPaGsYViM3MzbOuZwPpnYVi77oaayQ3OTtr7ZoDYMRg1ayzekKuP4seEzwuw5HOOYwrkryRiVAvsasj9OgW7ckBrTjik++lFZju7jC9tMuRMSz25xyd7NO0nkVd84WXbjK68AQ/9od/hHc/cxHqQyZO6WKNuCmNmRCNW0e/PbnjfmjKA+agLGUxJaqn61qiRkopQCWTJArEGrAmce7LCuMKxBhsUSZJlxztiDHrh0qNrAf85EwyXCd9gVpumVxsEbsuOTRbZBiEnEw9M6gLUBacrlbcFDnmioXB3xnW6+OrvgGbMUiQdON1ivpBHYcGJNd1aPSob1HfECU3Hoie4Fui7whtS9e0RJ8YTSF4go80XaTxkRCUNkAXEvXynbF3ZjunYLrzNvkWYL23mrQ256x3qoB3sBzb5p7LnPO6tgPd4QEkqH7QXXdAAeuaDXOvGcB9b9d8iBwtGq5c3UaMSco/xhFxA2FYTV5nfSpMHy7Rg7c9S2yTq9hMvZKdHc7ORllvbj3OcO9PyF3h2GZul2bi69xQCJgMhSdHlbcXUkKdkO764GOG8SKBSJCQclVlhSsqjCsJOe4qXIVBKc0o6clNJmw99xzjq1cp3vcCbO++xaO8tyW3VCTkI2T4UTyRFhNBvE/RlQZC9ARJuWfRdP+YzuNiIK5WdEe3iQfX4eQOXlfE7e1MjLG56y6siS8DB7U5o/1LA0hsMDnYQIRgzOaqSf9eH6VGRTuP8R14n9IZrsCUBbawhHaFme9z+NIXufbib7N/vGLnifdy5WO/Hzvdw7qS5fKI5a2v4edzXPBMK2GvmvLqZMRnvvBF1BT82O/5GB983AELqtEIGQXawpEm3ylyViAYua9k4oNl4yVFLs6McBXMFiesFjXj0YTCFIxH2xhrCTGF5r7pGLsxxo2gKFHrEh/e2E1768GPMvi7P8PrWYSABWMr8nRyfSET5dxunhUZihHGdZAEsnnm+xqN4KHLNNiU0c1V7nn21/ev6RrCsqZbNYS+1kLTDan98XpPXad6AOsE7yPLNtC2ynIlnCwtXSfEYPDBEEJk0UYWrdJFoQmRLt6PdPnIvhWs6zr2D4+5+uSTGcYLaLq5EU18tNiXJWzuXPqJ2ybHYwaD1HC9od3t7B9M8Pbe+Y/7fUefW4m5tUaMpFqfPqcUfIL1lUT5F5NyhzHRBEQTGy8S8XhKn6Kooqgoqgk0o5TTFosTcFYotrcod3eYXLnK+OpVKAv8Q6qZg4ApiDFQFYZSA5YGDSs0JPiyXbVo9Dn6axENONXUZ6lrsL7G1zM4uomfXScs90mNkRikN/rJhw7GwbvPeO+A1jJSeWA7HWtvcll9oW8QxZHhyahoyBNqA8aVuMkYrGGkAbOa87VP/yJf/+IXOGo7dO9xwnSXdvcyOtqmWy5pjmfsemXXWUrTYWOLG+3wwhOX+dRnv8xvfvY3mUig/K6nedelgnF1gux4immFFo4g5Xp/FXIgcm97QLqYEE2JcQ5blFyY7KUw26Y8kMkFWbFrcSkNB6ZEbIWYMl2QLOfSQ1unap4GXUVTKc+ZS6SDhT76Gjo0Nlit9FGQmsx6iulqxQg+oG2Hth5d1XTLhrZpM/atWbIkElTp2ojvAnUXmC875nXIs7z8EMVIiIqPgg+O1ht8TABFFwxNJ3RB6KKj7SI+BHwIdD7QeU8TlMYH2hDoQqqZuL861SP73W5d5zk4OkmMNVJdTMpy2DUdOAwmKn1+Io1Jm9hJM/x01tZO6iFo1vcswD1LtujzI/n14dclaC9zGLI8t2pqdZ4mgXnXY4BgwGcNPWQ9cYwEfPQUIZGSXVFSVCOiG2FEcNZibWq+V2zvML5wkfHlS4wvXUaLgoct01VANDBxAWZ3WNx8HT+7jTORyfZl7GgXv2qpm4bQ1PjVAuM9hSZ8ZkyH1QW2PaRa3mG5vAPtCXY0wRqD2MSw2+QlcnCUnZRIj+qcObnr8aG/zsOC6Y2SOqLEnO9WNZhM5oghESTECrGwRJcc/ZYVXvmtz3Hn07/EqG14/MlnaXd3KasCG1Z0taf0LXsTw1YrNIcH1KsDbIxU0wZbe8J8nxu3D/lUqJHmNr/nI8/w/qd2KEUp7AS15boxZxqt9Z73cG8P5KAUIZoKMQ41JVKU2LLE2Awz5JqGstpKbDVrUx/6DPv1LQX6nJNk5h3Cmj5OTg6m+aKsl09FTOtjGuALurlY0DcE6yvKA3Qemo7QtPi6pVm0LJcN81XL8TIwbyMaWRe7BVWCJjimd0IxphxB1PRajKn/SlpOuYUYI0EjIaafGAwhWKJGPAGv0Krk36muIgvYoBLSrPOh/FMPX/bLd9t5HXLPZdy9hW990JoTewo2PPPZAbx2alAcvn5KT6/eLK9W62W/3CxrPVjuBjDggAEoww68ccAMHBAV5B1QJ2jalmuvv0Fdt1AUGFPgJU9OJOHykU0jO8jXSYd6bKTCy7SH/Z5uvuQ8VO4t2Jtp2A2Lz4fQ0vD9vvC8d6aiSYtPfUilJRIS6KSAyZCfSWoIadBKZRs+dHRdA12DtQVVNaEpRklY1wWiFbRyxNGEUFZIMcK6Kjl4/3DXyqBshxn+lS/zxq/8HMe//QVWszl1MaJ61wd4/IMfY/TEM9RRaJc1dtXifHqGPRFTBpwuscs7VN0BIcwxBKrSUVYV4oo1czPZYAzEoCR4M/M21xPXs0/aXQKzqqkTrxEiHnL+LEYl+kDsAgQwaihsgbUulZZqw9d/6zPowTXGwVNLh53PcPWCdv81ZDxmNN3GxcDRjddx1Hj1rNoVx8sVQQu0W3L7zhHeKD6u6OoTLvzQ+3nKRLC3MKbCjCuCcYBigiLm/PvtbTkojAMpgAJVh1GbC+5SAa3NEJ7a1EaglyghO6e7VCCk72fCxhGlKSIyfPZksNiPrGsYVukTwxqBriPUHWHV0q4aVquWxbJlvmpZ1p5F46m94gN4tQRNDJOU2A3Z8SiqvbihDv6lASOQKa8I0SQGTlCI2t9MkpSBjRCCECV/BiWIQQ25E2eP3CjDhmeP7FvTfOc5PDqk7TqctYgrQbP/VVlPvtZ5pVNppFy4qUnFe8M0HsLab83SzPr0+m/VOZ39W2SjD5fgpbze4PnVqCk5HgJk9XEVQzS6HhO0l0UiJkq2b/G+Q7xPuWxXpPFHk2JCtAZ1NqnCu1R6Isbledr9Og29uVmNLL70Gb72j/4mxStfYm92xHaxRfH8B9FLj9OZkoYKM55Q1B3iFV8v8D6xe8tCUsYlAFhM6SgpqSZjivGYUBQEk1ur5FLjNK/o2b39hF036Y98LkU0E6rOu15p4mD6HKUmMkr0KWUhGnG55EWMsD0ZcfDKl5i98QoXaZkWYOsjmrbGLo8JVUEoS47dmPliSWXgiece4/3f+UGOD48IdeS5asyfbBp+5tNf4JU7B1z7+j6fnt/m2annD/7gx5iYOXY8w5TbqIwJJARB9B2C+FSFOpQ4HAaLwWLVpDDbJkHEHv8UFFeCKdN7uFSUuiZBQHZO+bz3bJ980oBBAVs/h2AzMzwVMeVaply13bWe5aLh8HjF4cmKk0XDqg00yXtgVycw3cKc3OL1k4bty09hTKpS1547oYN2Abp5ECNC1I2Yp2YoUXsW4NrR9Ie5mf1scmzpphPplZ8lzY5FERMfOBp5ZL+7bLla8tu//RVu3rrD7uXL7F3dxbcdsfN0bZsKUW3fJ3dQZL7eQp78aF8vk9UIBt1of6fsXk5tbf3rufgUH1GfYAnN/Z8I6SeSxFRjzkHZ4EEgtA0xRrrQQejQriWo4lVz/ZohiENJahIhKrHzmKiMSRNgazLK8bAzvbbmtb//k+zdfhU3P8bFyOixJ2kvP0l94TLFhauomVBYhy1qjptDlssZR3dusZodYmmJ3ZJrr7zCj/zgd/PuSwVmdYzd3sNOpsQ86He2wpsRsR+ONUecxAE7czBZhzR5z79PCfVmhxYxaRIvJqVdNNX/xQ7oUn2WKYDCEA2MjOWNL36B0WLOdHuPKjMSRz4SmwPaxtMZS5QJj1cjnnvqMdyO4cqzl5lemLI8WGGC8N/7Pd/DH/rgu/jy11/lp37lC/zS59/gZ6ThyafexUe/bRe3nOGqI4xxREqsq/D3uUwP5KDqAF85MFhrcMbgCqEqBFcYnE3skyjktsPKqFSKIlJYxRZmTYHs30+VzSmi6mExa9K21xIppJlXlL6ELBXXpjSUrptwRs38/sZzMG+4fbzieNnQ+iyNQkrG7R6+xtaXfpHqO74fufUir798g89d/jAf/rb3Q96O5u5haweF5EgqfW/ugckA7V9HVkqvZZWjKTbPq6psoEzRwU8mb4jJabiHfLB6BuKp3NxgljKYWco5ieQH3YcH3ePh+vebtQ+Ze10z0MQbMvTqzbJfLgfLA1hvtYEBGcCDQ7beufs0PF/vwOQhxshisWCxXDFuEwQDva6abkqXMmPr1Li0ppYP1aH7dd/iDqxra7gLCnwrhdXDj8hmhX5hTS3XXJyrUdekox6Cyg9EIlDIprlgclBJAFaDR323lkkDBqoxJhfZ6zrHte4s2+/Pm0SDb2btYo7eeAm33KeINSHA9Wsvs6oDW4Xj0s42o7LkZNZxfOt1fDOncsqzV3eYPLFF1614+fXr3Kod/+Q3X+G9f/Rj+ONrFHuXiNWYWDiCLfCmJFIQRXJ/pDiYh6dC3XOe0lNXYh1xD9bWKOtIO/hA7Do0dOncG4MdVVBVzJdz5rdvsVMVlMaBrylFaLslsVnhTJ+KWPDU1fcQj28h24qfHxJxhK5Gmg6tF1RHr/Leccu/9ad/lHc9/hn+zs//Ni9+4bf5yHNPE9wR5XSCKXcIZpq7f5/P43sgB7Xo4NduRJyLFE4oC0NVKKVTrE1YojEGsUk1oowtriyQwlEYxZqkudefSZGIkZBpxfkEm4jN4f/Z3MSmYp3smHIEpoB2bO9/le29yJ07FW+sXH7Q+9mHwRCZHL3B5MbLnLx4kaNv+zjlVTCvXcd7ME7Wjoe1w2E9SKS9yjTY/qaQ3gEJGjPOGzVrhg0EK2WtQJYjqTNOChAJ2J6Z9ci+dU0EHwK3b+/jxlMuPJ7KDEAoiiLlajUP2kOVjMGECBhEUHlge1u3TX6A3sJYLucsb3YoKyP4kJ2LTzkn36V8UB9J+YCEiPhIkC4DFsmh1atlomx3LRmnwzqHsxZXWAwjcCUxKN4HjBUq6xhhGYtgY1IKD1EJDxlNds0KoSU6T7nlkDZg2iPczUPC/FUOXvoM0+c+wuX3fZSLV3c5Omk5uXUHtzqk7JZslZbHP/BuXt1f8U8/9av86O/5Dl548n1E59CtC8RqSrQlQVPJjUVBwrrQAEwewNN5WLfeOHNYPbzaj1lpceOuVEn3kW9RX6cyGWOwxRhclTRNg+IxiLMEv8T4mm65ILYNEnzKN1rD5atXOD45AFX2ruzRNEuq0Q5LX6PdHA0zQlhSWkGXR/wrP/pDfOz5p9AQkaPbxDglbG1jqyW2muA0BS3n2QM5qIBw6C2FWEpxlFhKFezt62CFFsv2lacoKgtdw8uf/RTPP/8828+8dy11lCR+SEW2qwVx/1Xc1kV0skMxnWahxbuRQLtxFyBCLwTTP5im9ZhXPkeoL9AsrhLl4sDNDIgX4uk+8fu5c/ljdKnClm97zzaRQN+jTvP6aHK6hUnRU+tDhgDjesK6ns+K6b9ms18mkQHESAq3TUCiSTBeCJuiZmsREzIJ42FJEo/sm90m4wnv/7ZvYzKdUhRlppQPbvhMvAHOuKThOme3Ktw1p7uPxzp1j90jl3GWoddvT/TuiWMfqWimh2tMdU/r7rnZaaxhvsFPD+GHvlyja4nBo6HLxaaJLmBEsM4R0LWwbBy0fEro+iCCGo4Xb9MMSimR0oJ0ARMCI/UUGuhmN1jM9znev83+S19CLj/D3hNPs+MgtAtY7ENh8eWIyXhMLEb83Ge+zLv/zJ+g04CMd/HFmGCKQcs+JQ0UAXLjwvUpHpznfj6xRv/WK5yObNcxrZLKZUKL8Q2qAVc4bDnCS5km7+WI0c4uJzFgfY3tlsR2ifGBEEEvXOGjP/hD3Hz9VV596WtMx2PmsznNbMaoGlEUSmwVZx3VaEoMgenOCI1LvvuFp9AAq+Uh3nj80RamuoCVCbF0YKtzr8EDq5KqsUnUUizBOmKs0a9/hurqs6zKy5iuY2c0ogtKKCcsmpaJDOueABGsgMwPMItDuskFmrphd2sr3Xj9Sc4MIRXNzdgGXJYe2yPj9EUFu4/xNfMsx9NtJtnD9c+TAaxEqsoRnvkAZbVL1cMn/X+ia46CkiieVqCwSS2iC5uBQ0k1Uj0O2MOOPTQZQthU0ZNZf5rYflEjnfd0nQeUECKtTyrpIcaHfKxgKOu0fm2oTnEK1rs3fPU7DfGdgl/O9EUYtswYtr1oBt1v2wGUFwbFs3620crzx5t1TLeB+5wZFOSe2qXBfgxQh9YPku33Sei+VXv88cf5cz/x54kYitEkM9cyey/0BJ00bDm30QHY2L3+foC7Rt76J/qc0/D30DZkiOycfILlok8RFN6jXbdexifnJWHQC0mV2DXE4OnqRaKjE7DWULqC0hgKa3CFQ2MqcfHeb0hNUXNzwFy+ggETHzodZwBWdWqMWLdoq2hILT8MkZG02OObLOY1qzsn3NnfZ/exy2yPIp1f0QQlnhzw27/1RcrRFr/x0nW+dH3ORz/4ArU1hHJCJwXYYk2PSLpIkWEB9ua/tRtDOD11OUWRWU/GQdRsxhXfIbHBScCZpMphbEmIQtN6yq0duih0Goldk9qZ+Mj21Wd46g//y+y879t4+R/8Lby8griK1XzB/M4+O3s7mLHFrxwqI4rpLl2zoukaypFFSIIF4lt0oYTDMVpdwNpt1I7X5Rb3sgdUkhDsZIfC2fRTlpRUPPHM08T3fAdVeRljDc4ZJju7aXZYH1Ns7+Ay7Gf6vJHAXthm/Ox3s189zraAtT3zRPspET3Dz7Lxb8bkGoE+jyUR50dUV57g4qV3Y4pdejfX57tsvuT25i7VU08x2X0G6cVL1pNCZcOSGHwfZNYM6+lLP1tEMw6eiRIxP3BrIci4KVqMuW5KY0xtNkJAYySEVOQbMqX94V3UI/tmNmMtk60tuqCIc6nuTlJZRgzp/klta846fkVP3RvrTMXpL5DT/l/OvNe/0pOTTk/F79rUJprq19rgSJtccYi5qD3Beto7ps4Ts5q5rhsWRkzso6mh9mWW4klKdFgx63HDGsE5QwxgXUojpOaFrJ+vEPLz1U88HxKJEIVCBb+sKTIDrmtJWnSVQOnY2dvlycvPsXLbLMUhumS3GjHevYI38PJRR9fMWC2Fzm7zTz7zW7zvox/FjSp8McLjIAvLKj1cl7UV11FsQmTWZ/0ek8dTklS9d8p/RtWUf/IeG1pM7DDRYbKqRPSeTju2tnYJ1tHWSimWcjKlunCRZz/xSXY+/J3MOiG6CcVoG+vGoBE/W2HVYtyYYGqiE0LTomZEFJvqvUTxscF3S9Q3YBxhtI2ttrFlBcX5bujB1MxDy2hcUG1foCwsI2dTa42Ty+zsTNCtSxhrctmTxRDxJ8rW3g7WuXSjAQhYUSpbU05KtkZ7KVqy4LqGsj6CYoxag1QVAYeKyT2kkrhk30JjndXxHjm5ws6Vy1TVdi5i7FH7rH4sUF+4yO60YOvShXWtwAbiyM5Je0w+5oe9l9GPmyc/9k6InKPqHdSm22fMOmPJKSkhO6iYnVLnU/+o4H36CYEQ4qMc1Le4GWMYb21ju1QX18WQ23GbdeTmXJJPJbdE6JlZp53RvZbl1K+0fJ/7Se4BDZ5dZbg5HczWe9+4po+ntuvRd8SuI3YtsfOp7il0yUmFdDwxRmyIa+eUoMHkpCTX8VhJxCpnDc4K1qZuANYlolZn0tMfIvgY6UJm9fWMxockSSiK9x5pOxwBK4bRZEw52aK8NMbsTrBbe6jbpm0jY5TxFHa2DOPtEXZvF/vsmE8uS45+7jd46eCAT3/ut/j9r97g2z/6YbooqCkIa8hO6KWAVOzpucMpTPZuvZCh6kh/nci5qRAjvouo95jQplyUcVDXxJDGpVZbJmVJtbUH7YyyKtjannDxwx9k/J0fpTaCLmu2x1MOoiH4RGbzsxYTHLgClRO66DM/JTWbjK4ghIZgFKRDmxqi4osqtSsaFali6Rx7MJq5cZycHPKuJ5/FFUKRGXdx6yJbtmU5GWeap1BYg3RTaI+pxqNcDCZrdMkYiH4H6zzFqGLdcuK1L7N97VdYXHiO8ck1tj/43dzeex+hHOM0EpczDAEZTzN2ZzZRVTWhrBy+qugr7xNkp2uHFrb3aA9uc/t2zRNPXsY98e7cKUVTvVPPmFk/ff0MUVC1ICFtWeKmUDJuoL0EK0pqsyGadAYVVCKJfdTfOL1DTMK6mpV/E0fi4WAkOZtFBc5LbL0VKO+tdLh9S+yvIYQ4XOfM4zZk7umQJFBvWHw6KMjtjjcQX3MygPhmi/WyDYPWG+Xm+6zZnOsQN8sxDvT6ZAiPPjzEF0nF4PT3hoIPabJiTRqUNabE9LqGsb+Z8z1Dn1uFDOn0rSp0I9n3Fk3ug/edBRN76+HrkBUgovdrWC+0HbFtCW2LdimSIvicl0pR06Y2Mz9nGYnoIzZjTEJszLBUOa+by1WSXl9i1HY+UDctk66l8C3R3RV+PrApSq0BW1qKrTG7W9vQeqyxlNslZlLRBqWLDeOyhMJhxwZKS1eUdLZk79Jj/LE//n6e/dB387/9v/xXfPXrL/G5z3+R933kO1KtqNhce9lDclmJfF2UfW/C2Nlrceq6DKBYEdZCAgRNCvptjQQSRGoWED2NX1HWLdPti7TLGVIF7OVdxo89hR2NiaHBhBO2igi+Tp0bjCHMa/CCGZeJ3NHVtKsVhSsT8qSa6q1Kiy0s1EvaRUM0QOVwY4crzq9Xe7AIajRh54lnU4i9ViM36PYViu4Ya4TY1zpZixuNsZmll05zooYam277OJpi4wliUjW1EXCFQ97/CYLdwdnAQXGZVgusQHtwwPFf/YuYi1cI7/047e1X4YOf4On3vBuMxVow6lM1fn6IRSC0LWF+TLmzkxrFfflXKN7zCW7tz9jbXlBtb/eg3un8Tb7Ymh2cNnN0fkgwBnVTisk43cbrEaG/kTI8IzF1sZR+X1IU6HWgTNAXLOcfMfahH6xH9s1tqoqPirVmHbzHEPAh4soKay0+M6fOfJI12LbG2uQMNJTzp3DXoHbuZORNIqi806fjtQxjp3YaCQVI0F5YO6vY+eSg/MY5SdQzkxMGPio/R2tWq/QE/PVKqrHHHVOujhQxhah0ncf7LrUosfYdQSLc1gRCYO/pq4yccOeVVyk7hUVLYQLGQuEcxgmMC5hM0NE2ZnoRs7WHugmT8Tbf+/Fn+XfGu/zr//a/yy9/6lf4g3/0xxlfvkJTdwQxSZ5Pc5sNDKnOqc9HnR8JnjdhXDspTbnyvh4tdD51wG1TtBtCoO1qQr2AEHDFiKUd0ZhAIzZ1hVDALzE6Y1LBuBJ8PcPEgrCyNPM51c4WjVF82ySVdwcSPbED64TCFcSyJDpHaJe08ztECxSG0r1DLD4jwoULF7L6eJr5izVQjon+DlYUFYcRTb1eqooohoJIm1tTmF7mCIWiwnWKlZiK1AR0skVXCMaOWTWKtxNMVaJiWd6+ifgG51dY6ShMx0/+3b/Ln/2f/s+onCH6Dhu7DO+ltgRt57n10kvc/tIXeM/3fJzp3mN0x4dcfc/7OeqEpVcqSVGPkKTmxZXE3OMqaVwmCOPkc5/i+q/9PO7q0ywuvpv3f+ITFKVbFwn3A8daismw7tPTJ5nXUOAphk4O2XNfmKjnzyge2beCCV6FLiS6L9YlFEAkJbNV1+25DXE9PPeQNrluaK2+st7qQHT0zKB2v0j5zSIoGGyyJzWEQAyRruuSc20btGuJbU2smxRBLRu0C0hXI+oxEpIW33qD0Nds+NDXM22A+5AduYkRCSkvp5ocu7EmQ+qBNnrKrqXzLaoekb4fwEOHUIy2tilsxdaVx5jfuslqsaSyIHXElI5YlkkN3E1hPEa3dnF7V7E7V7GjbaScEoop3hZ8/Pu/j3/nf/Fv87f/5k9x4+Ztnr14JXcbN0kGCnIFVEo7bJzzORdM70Y3TsOxWV6q69C2hbYj+ghNh/gGzIK2XtLUSzR2FFVJNR4TTEXwK0q1SVewa4m+Tf3qRgZ1EdUVEgNtbTi6c5OrT1xEVIgNOFNhnUNtKt2xhUGjg2qMG3u0C3SLBW39Bnih4p1k8dFHCBkPzoyH6H3qjWJArGCtAElrymjMN1zKg1oyKwhLCIpoIEgBInSmoji+zdQeUN95jdWd96NmitueEqPnwo/8C5j3fT9ajhBRvvvzv8XR8TFXL14gNJ6y64ixd4KG45MlMt7hvZ/4IZyvcTuXqDulu/M642c+CGhmA0VkseDkp/9LHv+hP4i/+l6UzNpTkBCommNe+OiHmAcoLj2BuCLjraneSVBKPyOKJTBCMKiEtC85462QKPaac19KjrJSyxJQYniIB0vurW11mi48XD4Hmjv3L3OPJdLMtn99AIMN0crhVobEvaCnNdP8oPutX24KbHU2YO4dHK2Xmzu318vtfL5Zp93Ag6YsN98dNpBdEzfHb+OggHcA65nBQbQPL8W3yXb2tGEhlSJkdkMKEjaE6T4PkdMKKULqc6zr3e+H5GEOahOJDH/ftTPcJ9jQQYNPHaAKcZNzjSEkjTfvc+4p/YRMkhDvMXjE9Dmn9aZORU/9PbF+Wcn1hHGdB1ZYd6Zen8vBfqgG0ES0eFgHJQKdF6bTLUZbF9i/9gauKHA2ps66viO6jiiKLSpkvI3dvUixewUzvQxuSiwndEXJQhwhKH/yX/5TfOL7fpBqukuMSeHBty12CO3r5sr3SyoDDXrZxNLcg1m5ngzHSGxbYtugbZNazrQddC3SeWLXUi9OiKFhXBWM3Bi7u83NosTXK0wE15fo+JaunuO7BueE6DvGoxGI0voGtSAusbuNSe2WpBTsyGUHbIiVAa+4LlCsarrFCn/zBo0Zn3sNHgziW99RaTCO+cfXKw5ffY2tvVfQqy8QSQM3RlBjEb8iuAmTZkZhHbWp0NDgCkfsq8xJ0i3GFPDir1L4E9rjGaMKTozDBHDWYattmmKS8GmBD3/4I2ho0bbBHx2gVx5P8u05zzPa2maytY1pZrhlx2x/n7q8xOG1Vwk65elnH6NhDGpRApNCsP4EyPXcBiSAGoMpS8ZjSzndpXryeZxz6TxEkBgxXcv4xq8i1R7HFz+Kx66dk7FJMLZ3RKqknBOKMSkp3jOQHOeHvI/sW8PUGIwpURL7DE47/HUr9E1/mE3t3eD32sGsY6wHtA2idu+3syNc73fPTO019dpEK9emIWZFb183xKaPoHxijaHgUrGpEUmTyD5vqzE/szm/pEqIJGZg26WJLAZcck6ucBRFkdIBPkJIeRafHaT6LkFjDwnxCUJbB/y0pBxts7OzB6sjNC5QDXgiHouWE2Rrh2rvEm73EjrZQqdTQrnDylTUtqRzFRFD6+GJZ9/FqvW0KGJSu3WT2//oWlVjMD0Zeqbh/KO/PtlM/45mWnnnCc0Kv1zil0u0XqFdi8mTCfEd+A4HVEVJ6QTnSlxV4Buh84HWByrVlPfvalzTsW1H7HegMUW5J/WSiwqMp3hToNFjc7oiWocaScxH41K+vu0opy2+CTTzJcs33jj3GjyQg3LqWWvtSWpVHJuWoxe/wM2XXuT93vPY90UO995NYEThDIWxuHrGqNqjfPGfMbrzMre4wPjwNcqnn8W+8H7chccxpAE82oJFa+D57yV+/ufYjQv8aES0UIxGcHIba8GhdF/5DH6xwFe7jA9ewdz8AvqB70g9VvIDW41KjEA3ayi6Ba/+3b9KfPaDVLev8Q9/5pf5kT/wMZ76vh+jcWNiG2hWM3T/JdzTHyVqAViwEWNKwmPvpv31n2b03HsYP1/i150rIajBNy3Hr1xn7xmLaZeUvqMrpnhNM/LU6TIH8jn3tK6rypigaq9V8cj+u2a9wxnSywcUk/U6G7iPgXeRHvVhTfQZ0sMHnxtudziE31Wce9fAmPNOvZMKMauTb2Ck2KSf0LbZWSRhUs1lGqqkzq1KyrP0SEL+nnVkrZpItBF8/zukZnw9ipP2axNrqqbWJdHH3On74RyUxogVQ7tcEtoVk50p7WqCNEkdI2DwarDlFLYuw85V4tZFdHKBWO7QugmNrWhsQYcl4nBGWLQd4ixdCIhJbTBkXd4S82VLnXZVs0qIuTsKPnt0kq9djBHfdrRNTVzVaYxcLNFVvW6ymGfI6XPGUBihl8AWm1oG1V1gsVzgfIuTlOpomoaRKyjKEh/SRTk5OGK5WjIqSxofqVKjlARRx4jVVEJdFAVxFPHdCBPGFO2Kbr6kPnyHHJTRkNorYzChI5wc8sqLX8J/7pcZlSVfunaM/7mfZvr8h4i7T9FoZHXta+g1ix9/nWtf+Rz++ldosZTdCa+//DLPmTGXrr4XilQJ3ka4eQKTF19jlylXKkspDTpbMD54keXJMe7Wq6yuvYr/b/9zYrWD//bfw839a1x++nGe2rqSo6fc+AxSV8+mxS9O2H7ts8jRSzzx3R/kz33HFnde+RLlez+APvEBbr72Mu7Oa7i5INc/ReueJFx+IT0OxlA8/W10X/kM5ctfhg+tiOVWbgkNiGAmuxzvfoDFwYzlV38O283ZfeZZxs+8wMpdBElU2ZAfNGtTnizGzGrsJ33xYR6svmoM9L69KpPF4SqycYznqVmY4RunZqhDBtyg0PacfFoYtK3o6vrUe3GgoecHrLzV/sF6eXn75nq5Pr6z2e8BPCiyub3jYLDybgP3mVNw5wDWs5vXQ9hsJwwZfW/X5PSpM4OhZq1sM7T132cyK3KPlXrkR06/rWd+r7c1JFWs920TmvXrRxTVQAg+wXlNErfVVZ2c0nyBXy3oFif4JuWgok9lGMblWXRI0mCqiSxhNCb1h74/HKlxZ8+vNqoEJLWLEpNaWABdNITszCy5zTkm5bKaQLv0bI3GOPvAGYxTlvJd4P2KZX2MKTymMLhYpbY80SSUxI4Jowssp5fQyRXM+CJRJrRYvJQEMXSa8vNiixyBptKCGCIm5opMUYykKEpimoKIWHqixKnWJnrm8etLY2JSK2+bhnqxxM+O6U5O8EcLrF9RmJAmMhFCSMzlqEoTAoVPbGhXOEIMNE1NCA2WFm076nlDs1gmWbsq0eOLAC5EpKsZjbdSq5HoCR1IA4UYnCjiDJSKTiyRAm9G2DjBnZywvHNw98nP9oDtNnIDsuUxy1e/zJe/9Jt8+ktf4PjGS3zwySd4xu0ymzVcPvws48sHzJcrTH3C3nTMyfLr7N9+hXhwm+Pjfb54vER2jnhWH+eHL76fZ568TFgsOPn6V+mioZ4v2ZOO+Rd/g+LSPt0v/z3Mjc/SfOgP89g/++vc/s0X2aqP2QvHyMkXeez97+dn96dcqHaTflXf8x4lth2cHNCdzBm/931cfM/7qK9/nb2rl9ipaprf/MeMdy9RNUe4ouT2bUd949d5uf4MH/3T/ybeB5xfoc5QfM8f5OT/818wufEK8tS3I+2Kgg4vFTXKcVtw8vI+3atfodzZxS8XvHClYDXdJmqCNGPv0KxJyui+XbOiEvvmEcT3rW7D3NFdM+FTYU72ZpkpOnQep+wswqebj29eGoBHOvzenGXS9dLmfyWz9bIUUUhsvZBrnELTEJoGv1ri6xWhXqUclPdJ2ghBY1KXU805VtJ0JtIjCjBsK6GDaDDm6IkAIpmb26v/5+hrXba43l82ib6HsYxyWCOITceRqiEdHZGFVzoLE1sh5RTcDrHcAzPF2HHKRUuCK621hCj40KUW8rlliMn5x14EuL/2/XnR/joNwuph9LtW+MhybDFmQdhVg87mtAeHNMcn+NmKQgJSkBsXphx9FEOMnmXdgRUmDoqyTCQHDfimTeOn79DQ0jYtXZeaTvouplxU28LshGp6BSkc7WyGk9S4EXHEyqYSIxcxzuKkItBRhBE6ddT75yd2H8hBeVPC8oTui/+Ma1/9Av/g079EaOZ8/Pln+Au/99u4MVvxs18+ogEeG5/QeuWFixNmJ0e8/MorvMce8QNPHDF90vO1I+X//cp1fuZn/hYvv/YSf/oj72MalrT1DGxJYwyw4M7BgvH+P+Xdtz6DrywnxwseGyu7i5cpHnuMqr1F8cIHkO/9cb5fdvBiQVOxsADqlfnNW4RXXmE0v47buUKpc44O9wlXLlNuT2nfeA399E8xiRWz4gJH+yVR4Yuvvcz3zN5g9vIbLL7+eaxRqsef5fD6nPCPf5rwgxBuvsJjxSHbFy4QH/8uwq1XcLMbLOoFjVpolOf372C3IIgQvBBCzKoRSgipJ1UMeVYTNSW9Htm3uA0dzdllNn/nhp7ngHL5990jsQ5G7AGCtn6vV2HZfHf6HaOeUjLpC89DX3zbJuJDWC2JbUc7nxHqmubkGN+s8PU80cpjrvETk6InUs+1HpxTssp2hsk1M/SimDXxqD+I6BWXtMtzyYpB+6Z+mslXPW22byXgFe7TCO+tmhiXST+GSEUnJWINdYTbJwv8lueqG2HcGNwENRNwFWJsInOQu+Iq2NzjV0w64zYTENKcIzuo3mn3uT/ZTDR6kbUkfA3rKFc010p7fNvgF0u6oxPa23eo79ykWyzQAK6q8MaimNQwSSw+pprNDoit0EWPV4dqui6hiYg3KSNvAkYMXR0SyaJtMaMKupZwtIDLkU4D7WqJqRUXDNGVtFUqri6tgLOgDlsWSFlQlpbSnY9KPJCDiiKsPvfzzH771/jMiy9xpYSPv+s9fO9FeO+05UplefFLt/jy124wnUy4dPEyH/3oFeYnFdP6GtWhp7DC3tU9PjI64N//6Hfyf/7VW/z8i7/OPz1+iQ9enBBWc2xRsDuZEPceYzQ2+Osvs79Q5nVH9/QhTeEZmZbGFuxf+nbM4x+jmDydHoacaEzjfOT4tVe59al/ytRa6q5k0ih+tqA7PmE1W1C6ktHjF1gd3iDay7jpGG4dEq6/yg8zI/zi32b/uEQXh+jxdbZ/69PYW19nNjvmpLzIajHj1Vtf5bndwOSDtzn+9C8h7/kwN2RMfbLk3asZzSowqyNN6OiaFmOEtm2IUambJs1Os0xLCCFDf2/fwvq53Axmp8olhqjWELIbLJ8vt3SOdt9gdR1sRwdqd53faOk1qw0jr11sCmoB4vHxetkfHa2X53durJdnt1/frL/aFOq6QfRpi9F62RTDc7HZJ7HDItzBMQz+0GHhsHsn8oOb7qjpu047pbVsjZxxVpvME5sQabDGXdDgZt0+Guq30juu2H/b4J5J6+o6cvJ+wMqra7TtCKsloWlplzN8XVMvjgldTWiWudZJU/NAsbnoFDbKhzkSNH0zPQFjM7HKoTnXlfY7DcghClZTvkmwGfpKg22u/c2DtCZIv+83/xAmInjfob6hbgNaVqzsNk0MnFCwKEoYXWJlt7AyojAVvahan/3rayj70vz0qllfk/VlW9+3KbZE8yc2GGvK45FcpazzdalkxQdPWy/xszn+8JjV7dvMbrxOe3IHCQFjK4ITjFaJVeeK1DjV+qSmHiOx7a9NgarN3cRBfYIcC1dhjKVZNhBz/lwEiYpfNqkWtSqom5pKQKoW7VrUg1OHYFKDVk39BGMuFqZ8p2jmzYrDX/1bvHFwwEQMv+/9z3KVhgv+iFn9NF9tLmCe/jDvuuJ5zNY8uWUoEHZo2HrjFSQu0Ykjdi1Sr9gNM75zr6B6/jE6GbF14QqjqwVSjtmrClZf+3Xq2RG3o+dVLbk8rdiJHj+9ys63fzcHx0u6H/pXub39HsoTj0hfkZ+KBxe3b3Ht5/8hF+IJ5cVnCOMLxOPrzNo5zaIjSsHJQcf06ae5/cJHWX7tC+wWJ6yufZ74yktMqkj7+U+z2Ho/zfIYvX2TcVGzPfIcjzo++9nP0C2PKULHyl/C/vTPUH3gY4x+4Md57vgEO7vD7p0vsBpd5mTRMV91hNyC3ncdIkLdtrmOpEu3c4x3Zz8f2bec6T0nD0MHdK+oamgbYsC9JiKnaqTyOKentndGvyNvp9+eQor0faBrk3MKbYuuarRtCasVsWlol3O61ZJ6eYz6htjWWEkqEMbG5HA0dbhVdQm+zs6phy1Vde2gNLcCp4e8yY0HszpLUqMxpxxUUEkDqabJRAy5hfzDBlAZPvNdx7zpKHcv024poVYaDbgtR3HxSdh9gsaO0/5FTa1ENCEmiOLJDEzNxI5+19b712ssDqNZ6HvQ9XdFpCep5MhTNQ3yIVLXS+rZMd3xId3+bZbX32B263WMX+KMoai20GgRyTVKWa1USwVboeoJoqhxiE3ycm3oaLsE6aaIsAQV2q5DxVKUY4pqhPeBbrkiimDKInVAdhaJHroa8SCxJHaREFIoaKIhRIO6EW73MnCDe9mDkSTaBeOnPsSovMML6nnXlT2evzTlKJZ85ekf4s6lD7BrHJdP9nnixm+gvuWrX3qZ27/wTzDXXufqBUOL0tQGq5GmuASf+CRPvfoSW3e+wqQ7wU2ewm0/ht76Mle2Op57/9Nc10t8YT5iemWbptpj9djzTLcs/pd+GnfhMm5rF7WGGCJiDFVhUbUUF/e49Ad+hGI6YXntFe782i8ST2a02xCxLIodrh2OeeyWo3rXE3DjNZxrGb/wAQ5O7rBkyWL/Bm9cW1BWY6rY0dRHbO9MeI0tfurzr/Px5x/jI9/xYaIEJuWIC7/vj6GTPUbTKVujp4mr99KUBVuM2N5OKubBB7ou0LYtuzJJiefgEzU0RuSRg/rWtlxHRC9A3I9Wp9JLp/Sphx8+u6kzf2/yTMP4S3OOad3JTDPI19dT5QgE3dQV+bbB+462rYmZ+BBW80Qnn50Q65r6aJ+uWVHPjjCa6p3IRfn0w2B06xRKEplJMFZaJTH8MAWKRV0+qP6caMhjuiZ1iF5p2gZUTXZQ4FXpQsCHkGj7+vDzvNQKB2iUtouMdy5SmIuE2iKNUBVT7O5l/O4ltNgiRov1ETE+K8JkUsj6SmbnM6jpYlC8D33QnG8EZR1F9VOKGD2iglHJUlOBdtWwnJ3QnBxS719ncfM12ltvEOdHFNZDUeKMAT9KuQQpE3IgFkYuRbwxELXDW4MRTxcFjxB8FvSNgu8g+IjvOoxxVOOtxPjrAt1iSdvUjCYTrHE4BRM82jTQQmgcXhW1JcbYXPtZ4Ka7lOUF4Av3vAYP5KDs1gUu/ui/RnlyyOTwGqOLWyyefg9UU1RKruzuAQY1K8rlHj/59/4Ok/qA9yw7ygtPEJ5/hluzG9y49gbfdsVinv52nv/YH2L51S8ybj5KPD7k+s//HcL+G+ztTnnXh76TKy88Q/X4d+PrPdzuZfZffZVua0X9zPO0/h9yYTxmOilRk9QpnCTRWYMiOxP06iXi8T6FP6KelETdo9z2qLwE9YKTa29QfvkV3vvCC/i9S+gycOX3fRej934nt7/0GfZv3aLbqtg2K/zBDV5tCuK73o0+90P8xA/s8UQReffHPgbVJD0YrsCo0i09pnDM23GaAVqTsOysHmCsUlVFSjypT8xIgUCSbXlk37qmZJX9QdHqKZxNWWOm9+s2vN7emXVUNWte9jDRhvawHgizDzCD6XwuxVmr6netx3cJlo5tS2wa/GpFbHMzu7pOEF9b4+slxkScSWyzKAZrXJ76BzB2nVtJfdAyISDmAzZpf7E2D8iSn40MeZGirBR9kaOnrHupCe4KUdfdAtbbeAhzhUvi1JltWEx2mEx2oBvjWwtuCpMd2qLCujEBiw2K7RRszh/lKCyxdPtC5VxFGtlcn3wZ7iqm7q+NKhA290iMaBfxTcfyZMZs/zaz29eZ3XiF5a1XKVYnTK0SbKAw5H5cnuA7bKywRYWaVHfqs4g10dIRESxeE6mDqGjX0XmlXbV0TUfTpDYaEWE1X2Kd0CxWdMsFFy9dYH80xbQdGiD4DtMZfBamtZXBlBbBQbWF3Z0SYsl59mA5KFtQY9i6+jR7l/aQ0rEc7TAej9CYO5oYsOMJh6HkK0crfuCj38vVj/8B9mcz9j7w7fDV38DtX+Pm1pjqfd8HCMVTz7G6PWH2qz9HsIaDRc1JM2fv2WfYffKjzK98iOlJjZ/ssHX1cbrjr7FoIlENvmmwGhJGGwKxcIhPMzh/dIvFp/8J7asvMV4d8ER3SFuN6dqUbD28c4eDFz/L1uULrA4PkIvPEk9eRx57ngtPv8DkQ9/H5PY+gqB3XsN2C45WLcX2Ft/+kY9DUdEeHxPGu4QYaXzExoCzivepbUYXoW3q1C9FALHEmFh7nU/Fjn0jxyCJ8tkXbr4dSwOMrpcH75xapzc7TEEN3oin1t/sjwz6IcVTFLHBZwe7Hwa9nYZ5p+VikGca9HAC6I4HyhADlYjljU3eaXGweb1ygy80QwWIwYH6YvD6ZL3s3OYRGCpwxOFBuE0uS8+Hyx/IfEgaP6qyHoTScHUm7jnjn+6KrnX4awNrBfoBun8nrvNK/eAt+beu26+ngdC3SV2/WS0JXYevV/hmRWhXdCcHhHpJfXib0NTE+XEq1G1XYDSpVtukJqBGUEo0lhAlddlFwDkSO8DAOt8awSTqxDr30hfxkokaWcNTgqRnPzP4XIb/NAoayC07Hn6SZ51LEUvbQhcobEE12aFjF+dLopvSuQmNGkxRYNViferUILE//yniSw4qRUsxQ/kbybP+Op++uP3z2F836SceomgXaBcN7WLOya1b7L9xjcM3XqE+uIFtZuwWiq1SWyQRS2JTQuwCoQvYIn+dzdGuBDBK5xPLEFcQveDbjth0+C6ymjc0dUPXdWA81QTKskLw1PM58/077D3/Huxoi6A1rQhOA3hBmw6DwZYxEV1sgZ2MiVVFF98hJYm2abj52uvYasShRHZHlrHdZ1wW1MUYdi+l9F1bUxXb/PCf/B9xdWcHufokXvaZewuTK4wffy/sXubYwOJ4kW7YrmP0oR9kfPEJ3BuvYmc3qL7zY7y6927mS0uczYlmQnAVoes4rCMOx8H+Ma05oSodMQSWQbBO0Ouv0X3q7zE6vsHO3gVs6XDVFIdlulVgH7/CS1vP8dzvfZ7H3/s+5s98O6vFkvHxMVJ3rBqDZ4tVpRx/7YuIWiROkNWMVajpXr3GcrRLqYFFl0PkrgWNdMBy2WALh4se61uCN2hhGReWqDZL7BswMF/W7N85oGla1BanE/eP7FvO0rg7hHZ6RzJ0SLmVyzBRLufHBHfBgf0AL5sXNor7rCX7JGF6uRVTQGPKuYTO0zUdoWvo6iYpEtRLmuUSv5rTLBeEpkaaVUrCZ3FbJUN22OwM4xrS1KhoL3fUw4v9DprMWss19v2+9vRrNJG0UtCVVF4SJCk5V9Ovp2u9wLONMB/UxBp86JCuITZLTPTYogBToeUIb6e0dkQXBGcLVFKtV4DkbCXTYRSMxPVJD/THNzxOPZWX6qWkgAwHbo5FRNDWs1wsWB4dcXT7Noc33mC+f4cyRi7uXWB3WuIkYCRANHQUqSNDFAgR2g4xqY17HJByIomyLs4SW+hWNdq1ECxN09E0LSA454gKzhVJLSRE1Lfp9WpM3VkwUEikjGBaKKzBRAfqwJREO6VlyjKMOM8ejCQhlurKk7QhslBFrVLXJywXx1i3QKLFbO1SVSMOQ8l4OqJbzrj9lS9yPF+ht99gUp9gdqbsXD2k2rlAW13AS0m9e5UwuYSzQgwuK0oE7MEtulWSSKlGJRpST5Hx9hbBWCgK3GRKlgmH1Qnz3/g81f5r7E0nTLeegaJk9fU3iLZjcuVS8twf+f0syw9x+eIWbVmg0wsUdsZy0bJVH9PoLiomPS+j7aTOLgkDbl0S86zGE1QsYjV13h2PUyfUoJjRNj6kntQhppYizprUlNEIPgQgqf9SFOxhaJsGEaFrmze7Eo/sd7NpirCVmAfjBPmkP9JA2xdZ66BoWx6gj8am7UKfwBj0MktrrB0HWag1+kAMgWa1wrcd9WyW8kvzk0SGWM5YHd2mW80J8yMILaPQ4QRGhaQi0QyHIQkewmiSLJJIDB0IiakqApYkOC1CzJijye0nYt/wU3MeSg0hkwkEgxdLJJEkRHsdv95BBWIXUPNwwokiiY0nCt1ygTYLCpPa0weEaAVvDNE4OpEUNaliVVOawSS+niWumbUqw8uQHEaMET3lgjIc208qcj85MYmWHrJSfNM2rOYz6vkREjoubE/YnVxge2vEeFJRVQVWDL7ziJaIKXIdl9J1Dc4INqT2SCrQtTVWI6HrsJn23yxXdKsaY8d0XcuqSexjYy3OOZqmppAkV9fVK6JEmG4xbxpasZSijLpAQcAUJV1bgC2R8ZRgt1myTVNun3sNHkyLzzm2Ll9KwoWq4AOrO5GuadkrLWW3wHdjOlMwvnSZpu0oK4MzSnG1ZFQUlFaw1tGOHEwqYihoUaqd3aRNFyMymmCuXKLVjjEdKpHOlDBfUXQ1Wi/ZrixziZTjkm4ywhphdfMGq1/7JcqTfaaTEeJTm/Dq8HWmhbD72C7hyhXa6Nh/9+9ly4/wBcioxJQF6IjOC1VsEnQwcoy2J0wuXSRoTCerfTfOmgShlCWdDxTWMCoMxEDbeRxJx8p0HUEViBjnsIUlBk/hLNOR4LuOqJHCWKbWMA2p6Vu9qu9/Ie5jqkrb3f1gnpfL8HpvOFEHdPI4EFEdQnzDMhPdcNtPQZTtaqPssJxt6ODtYLmZ7Z/67tWta+vl+c3XNt9xvKk4l3YDF/pBPxkpNni2DiPRwSwt+k2vJx2IyIoZPA7D5YHCxlCd4u1an4MazprXYqxAnzjPi6c+eC/3dIaPlz/XO6j+C+Jdn1VNz1sMEQ2a6pxCoKsburalWS1pV0uW8zndYka7nNEsl4R6hXYdJoYULUkezEXWv9d72udW1jm37Aw1wWAJtRuwQ3pR5VNqKlmwNDutLICOml5zM63bSzClfMo7QzMXY0gFqyu65Qzju1TLk/shaX+sYtNxGoPmbsjah6kZVg3rqDGjJ+g6H6dnrm1fkJ1gQRKXUWQd7agK1lnGkxFycYcdGyh1j+3JiNFkTDEd40ZVimi6SOwk5xVbQrMititC164nQoigvknH0LaYzESMPtCtVhQTR9u1eB/xKhhbJIafQFmW+C7QrlbgHGZrh9ViResd4jsq9ZQ+0GAY2wJrXOqDJY6mKOjcOwTxGYGysHQRJqMyVTVMx+CfZFwIpRXMaIpxiWba1S2TInXDjMZSGKEwyqh0qEIbFVHLtnWMKovxK7pbB8y/9kXk9teRy09iJwV7k2141/vpRjvE2wvapqEaOZbqqcYlXYwsP/cpFv/grzFZLqmoCU98O6uDl3EiFDtbXHrqMsXVKTPGQMH06mNUMkI15u6lSnAGHW3hxFNdukxlDWVhECt0IaaZkZZJBiemosIJkph3RIgwcgZCxOWmjWqSXMoai8YRg19/piodtdekbdW0xKZmXN6nxeQj+11vCnThNKTXt2vZTCT6985GTWeckd7LPW0c1Ia1l5l9axa7oiExtHyT2343DbHrWB0f09Y1s4MDmuWcxdEB7TI5KJoF+JYCj4hiS4OxgliDNYnoY3OR6joHkyG4GNL3SgiQdSnFpIlO7OE4s3Fu61bwpMrWlCNLWw0iyVEEi2JTDVSIhC41TNQugH3ImjUxiHXEoLTLBfXsmHFUjCmxrsQ5R5GFbI1xayHo/FFSP7iYk7JKEqTOGoE9fVPSpM/1Ry0bokTfsXutMkMq5PXBElGcThjbyN5IkIs7jESoqhJTVjAaIVWZeu0FRT3ErsPVK7rlMe2xJ8yWaF0n1AchhJCuaddiiITQ0TSe+WzOxfFWmvAUFcV4CkDwgaJyCdrU1C1ZQ8COJtRWEalAI616bGhYrDwFivOeIkQqZ7BlSWnPH+8eLIIyqQ5BMHReoRBGo4pCRjgn2Jz8FJPwYVcJrrJUhcG4AmMFJ4q1lth6urpNnUVjS3t4gHzlK8jhdbbvfJ3xhauE6y9jnKKrQ6qXP8N8/CQHt27x7DMXEFfCYkY8PmT/H/1lwt/7f0C9wHtLrZbVl9+g3ttl+13PcEEE33RMnng3By/eYufSBD9b0hy/QVjMaQqhvPQ4cbSVWjGsVkwmVe62mop+V23SHtsaFwlSAOrWUxiTigNjTAxCAhphtmzxqozHBZrVljvvsdbgvUdDpLCBqjBMqkSVjeLQojqV6H9k34KmwwQ4p5zMMGLq8xSnndIZZ7WOvk6vtSZE5PXWw36fxxIyvJdUwEPn0+y6bWnq1BW1WS1olunH13Ua4ABjLaPCURioytRsr2eAG5PzT5IUrMGQGfV9mi0vKxIjkkk0Sb8xyXwpg4h/raiwoT306SYR2XQuUHKPquRs6fNfD2PGJDhKwbcN3WrJGIu4MdaNKJxLgtHYFH0bmzoV9Cq35IlBiMSgiXywFn2FvqC97x4sovm3ZAmjnIeUmFmfINjUJNJBLMGMHcXWGNPVFJLQqWgdoUjNAUUEm3N1seuIzQJbCRIaVotZKsJuO4ipNjMYGEnqghtItPJ61WKcxZSOcrLFdDe1B1mcHOOqLboQE0lstSK2nvFkm2A6xFSZVVkkYDY0mGXAdQ1TtRTFitGooZDu3ueft9GwcHtcENRyZ95SB6HcMgQjLGrPeJRIABBxVihGZRJHza2NrRGCpkSsKx1bziBHM+b/7BcwbcuOeFwphEtPYi8/jjm6hawOaM2Yp57c5ui3vki5Cmy97/dxeDjHHx+w+MKnqZYHHH7/H+N4sUROjhntXGRreoELfsEFaoxTFnaHW799h2tf/BIvfM9HuPPz/5ASl3qbzA+4+MIVjrqK7tZ1jHkPYoQgghFH07SIsbjS0sWYq9YV60qEhA93HlYhs7CiR22JJeJ9XDN4jC1Q9anRW9tBaVCS5NGyaSH6jBC/fXqsKrTNW38wh8Kup/pIxfOYhIMW7AOGnnYDgdh2c8MtZ5v+TIuDDUR3sr8Re13cvn7qG05ufH297AeMvmncwIXb1caJhwGkWQxhvUGSfLiv0Q/6TfkNLa8sNjM5O2D3hQEb0JiHh/jgFJq3djJ308XPQLNnnNe9fvcW1+rYd33zhsocUt6p8x7ftrR1jW9bVosF7WrJanZCs1xQz2do14DvsIWhdJataUnhDKPCJqo6IRECiBkGljThIte8RDZkhiz7IDFCCKmLQY4yjHH35d+dIgvY3L1bshKCzxFU10IIuT3QQ5gYApZSBbqAbzqwBZRjjKuwzlJisGLSPkjSnOudpmTmHLisWJVbEGaSiGbYVXLKzhiDJQcBOZLs2X1RA6mJYZoNqEKIBmKBi2Ok69IEOTeSxRWJpGBSJCtiCF2Lrw0igVgvaA7L5Ni9p2ublJcSxTjDyKQuuEYiISi2KHDjimK6hQngF0dgBOMKmnoFIngfiKuG8XiPKAIYokk5Q9QRNSChQWKD2IAbWaq2pIjvkJJEVFi0aZY0Ki2QLsi4NIzLMeLSRSnywN0ExWukLCzqA846nLU0jWd55xrxs79A89lfgNUh8v7vpY5KbJeMLj/H8vO/SOc7xrsX2J0q1c6YUpdcnEw5uX4T/4W/SbF/xKUf/HHGT7yHnSZy/PprHH3+s7iTO9j9VxiPRxRbe4wuXqbaHlHUd5iNoOkKpnuPY+oZHN3A3/4aWx+YYupjmlLpdq9Sd4LvWqIqZWlwLrOSsLjCojGyqhvEpcFMvTKbLxGBaWUxkpusieCcoesCzaqmLJL4ZHQJ0+3aVK2vCcOgCx3+YR+sR/ZNb5saGGAT39Br0PX5qex+Br5m4HTXv3XzO0dciQW26Yk0rK/pa7A01zt575NUTtvg64a2XqaEd9ci0ee8cYmlYFI6ysIwGRc4a6hKl1QjeoEIMhQXFaFExGBsmajOtkh5G5OiKkK67yUO4Ecfhrqo+VwlJyYxte5IwrWZrpwlgjSXZ3RNS7tKHWrlIXNQiMEDVRSkDdSLmqgWGU0xrkj1RaR2ICp5sqepmaJkr6PIWnHKZOfUR7YpgsrNQ3JwZY0kyPRUvirvTkzq7YlEY4mScsg9H6Cf7MQMfxoUZ8lQq00K99ohXYUbjyknU1p3RGCZiR8RVY/EnK6xFo0GH0CNUIwqmAIUrHyNWxVgHNV0SggtMSi0HXbL0QaPMV1iiapiok+TnHaJxBoXhKr0jKYWt/UO1UGFqCybwKgy7I7TDMpaQ2EtQVObd2uEwoIzjpGQxR0hqlB3nqKLmC/9Il/9xz9JOLzNqCjYeuWrdEczKvXE6S7zl76MG1eMLj/B9lR4bHtJ+8ZrmKM7rIxn9Mt/k+KlXydMd6m39ujqltn1mxx/8bcY+w4zmWBHLyDW0PoF2sLsK1/h+U9+GHNwg5dXQgg34PANZDljd+oopyNWJ3Om73svB9N3pUjcGJxNDkli0qzy3qNtLpiTdNxt29H6mFSAjWCcEoOmbqA+0XdjVlf3WT6m9UkZ2pn0cM0XKzR0VIU9VTv0yL417Z5zkEzx0mFORu4dB60/MnROg989JITm7tWDEb/vGaSZIBFiTAoMXYfvWnzbpgR68IgqhTWUzlFaYVKVlIWlGhVYayjLIrVocImNl2pC03ZFCyDlcdKgatb+WPt9DD6VQ4lZQ3993VB/3DGmItN+sIu9w2IzgPc5t1RYbFKvqoekmasIgdTHjRhpFsvU4qNMiX5MilRTDqYntuRMUSY+rDX2svfWGNcOGfpaNN1EUFZSR9r+6HrmppikRagCGnMzQJt6bamiLmJium9ENGcJepgxifZaI0nQwFlkNKKYTpHxiLha5iaPEKOhk5DQIxKbsguBEDVNxAtwYwPjLRaLE1ZNzdbWGLCJNOU7ysIlb+pbYt0RYkS6Bm0WsDohdgv8qsMzI46A6TsUQRmB6cgSYmTpA7tOmFiALofz6fKEmDx3yF57UgrOCstlx9GXfpPlV75K8YEfoOo8OrvBbOcxRte/yuLwDsXTT7Hz+BM4G9H5ATt6QC17XP/qPnVrgRmmaCjHJeGD38PBi1/n+Iufoz28iew9Rl1WODFMnWV5eJPV4WtUVnjsuavIasnJa9dYhCXl7mOMR9uYsuDiE8Lx4YzXb9W4T/4LyHiP2XJF5wPTUQqvnRhaH7GSmknHqBzNWzrvESPUTYtV2BkXdF2kC0rXdoyrkhAD3sP+4QpjlNImtlHbtukGi56u8/iu5SQE9CGw86hK4zNF+S1EYvHULHOzPET7TlW3D3tGdQO23mJDjW+XG/HX+Z1Nr6aDGxso7/CNDTtvvn8a4mNxuF6s2MB3brS5XU2xgfKKQd8fc6pf02a/hwK20W8OLgyOwQ+EYM2ggvlU0e5DCvmeNrlr+Wx7dh38f88tDNaPMW7aL4icuf5p5h3p62828CKkQnFXOIiO0aQk2kgRJhAK6AoqZymdYVSVOGcpqxLjDK4qMdZgc77DmOQcYlCIZl2fpJrYnaqatPI0SfhHjUjQlLsFJAuirtkcQirwjWHDBvSpjbz0Anz92VMSpd0HQtsS2oftByWoHdNqpNDUPl1Cg7MRKylSMRSpcSsGcSlq6iE7kR6iUzDgiWvav9UUUfWOyBiTYEDTyyNJdlzp2gigktqW9D28MEqRFeI1RsSAN4Iag01CRURb4TuoRCitQawlViWr8Yh2awtzYQ+6Fh8DYrcprSE0C8R0dOpxDtQZxDhG1ZjjuM+oMHS+I2ikGDnado42NdIVSPCMXKRUT6gbaFOesWuW0MxgcYQ2RyxNwyLMGFUOt3Xh3GvwgFcwJfIKl/DTNih3loEAjArYGaXqfQW6mOA9q+BjkWZMYjDPf5Dt93yUorAQFds1mKPXMKtD3vjqS9RRKE+usbV4DSeR2/U29a3bxNWcqEqlNdYE5rZkNn2e/X/0dzCz64zmryPlmLbcIkz26GZHTC5dYfuxd3Hl8pSL77nEK7/4C7zxW1/GPP9xbDkBP2NUrliNnudm+SzyBz7MqtiiXdaICEXpGI3KJELbemKM1DFhsqFriQpNSAQMayzGCttbIxDlxp0T2i7gY41ojpqiUi8bClGCb7JcY3qYj07m1PUKCf60AsIj+5azQRblVE6Fnm3dD2557bci2dM7pc0GdEDZSzCPSgpdRIa0iV56yGBsgrLLoiBqxI5KCBYpbHZQlqpMrdZdmR3TqMRYiylc7nNk0FxXpV42zjCmaCmGkKCvSCIThPRbsxDghprNZv9jYK1mkqnxG3XYzSGT4bOY+1YF/3B1UIpg7IiIQQk40UTykr4jtsGIAyO5wWB/SofXIk96RLCSojwrKdeUWr/KxrvmuU9G/rLoUH9woKm4CqMJwUkxTqpBstasUZ0ogG8xxqYcOIJpl8j8EDPbx/kGEwLiAjJ2mJFjbPYIVLjRFGsjHN0gujfSRLAYgS0wtkgkEO+p6xUQ8W2NdA2laspXLk8o2iXaLtBVINaetm3Rbok0M3R1iF8eIn6Oq8dUZUW199i51+ABIb7IzZMV41FFiIaibdmZVPioiEQOVmnqYE0qNDRGKY2mWqHC4oxje2uLxqdmV53CzmSC23ofRzev4x+zPC0nHIcVxjSE22/guxMQQyke8StGxrOSMfsv/DCvvrHP6PkPwOh7aV/+DOWrn8Ue71MvZlz+yCepioKSBSOz4KuvOr56U3DPfzfLm69y1UXit3+M+RPvRp54gfHuDsYY6mXD8bzBWZiOK16/PaftWgprqcrcZAxlVFU0XcdytSKGwNZ0xMlihTUQNXDjcIlopLLCqMjhcgx0PuJjR71cEEKCWXzX4H1kuVhw5eIuMTzcg/XIfhfYqSTLGSeFrJGh0x2Mofcwpz/eJ90H+Sk1a7WK9Nm+g5BNUYwkh6WAUUc0SsEYrRxjG6Hr0GmFxIiNkdIl2RxbpP5Ipkh9kaSsks5k4Tbssww1EZJj0nyfh84TQ0fsamLXEDohNAHtIjF2mTSR22zo5jhjdka98Kr41HLdaiRoyJCfJ0igbcGayGq5fAdElwVXVL1HTxCcGUgznVo1OyXpcz4ZT5JUhC0ECmzqSH4KwoO17mK+WjJQjlBN7XNUgJibwKjN3YaVoGkykwqXY7oPIoiMUY2YboHOT5jffoNw/SWKWy/DapZcnwqPb+9ydVRxWwPx4mXC9kV0XLB6TVm+8TXURDyOzjgmF/aY7x8xPz7G14ukah8jLibJI1M4vIkpUoseXy8Slb1ZQLdC2gWmWWDqBcEvaELNcn/M9PDWuVfggTvqLjqYtTVdhIvbI6xPEUUTPVGTHl3pDKOsE7k3rSAamgZUW8aFSYnWylGHyPEycHjtFfZcw5XXfh39lZ/CXH6W6vBViqPbLK8+jd3bY1wKo9GYpSuZf8+f4tCPeOLkdeKHvpeD119Dn/tO7Hu/i/bWNVavfIXuzj672xOqrY6DZ34fy6sf5Mnv/pM0x0csf+ln6bYc8Tt+mJMOVrOWrbDk8t6Uve0kPhtyTYUZO7rSJDXgGJivPF1QfFhhJLGI1KcHajQecbxoadrUdbIywsJ3rBpltayplzN8hKZZEeqkFL27NWZve8or164TInz51ZsPh52r4ru7Ib7z4L54TqHu0E71fRom29uNI10tN4Wzq5NNEe7x/qYI9/jWRlL/eNCyXQcafQA7o03h3qWdTfg/rQa6ebphCpoh7Bg3EFzHoL5icJhxWAQ6ONcynHG3m3VC2HyXlXeoRq2fYW8myP0bw0Bq81Y/Qb8H6aGnI29eyzDeEOZbF89m2Elz7zRrkJjqAK0W6TzFKtUYiWJUsRopbNZ1cza1XnCJVk1ZgTFIYdfEAKJiYnJO8v9v782eXcmuM7/fnnICcHCme2/dWyVS1ZTcVnfbjnC47YiO6PCDI/zQDr/7D/G/0w770U+2Xxz90LYcbVnRlqyBGkhRIlnDrTueCXNm7tEPOwHkKbIYYhWbothYFbcODoCTSGQCufb61re+L0LymdSQhEQEgRB7HcJAcpIo8+o/xThUS3v8cf/+BjWFoXeVBnfP/TvaSwElshdUCOB9wP+UgfWfJxIJZTS5eXRMQGnfbxp24ADFDdWQGFQxcl9sPwNFVkcXIuPnQgxDzkMiFkdleaI4vOd9lZ0Y4MOh0gzJ45EE8pxmjB41HA+ZJIXQxG7D9u1L/P07xGaJWt6yffUJfnHHfDqjMDXb+xuSNGx3WRWkkJb51bfwT8/ptEHIhI+KTdvxrQ+f8tp7Fnc32L5FJo8WZVYFQdPMzpjM56QkidZjtxtSuyL1W4TbIb1F+B6RIlpqUsgLic1y8ZXn4OfT4vOBu9UaLQVnkwbnAru2zwcswHw+y4mk1IQoCTHhgqT3HiUFVVGAzAc1pMjtw471F5/yZF4wf/lnCCMp/uv/DrtY4f/gx8Rdx/vv/Q3iasbzq2uqf/Zf8fm3/ksW1Nh3n7O6WXN2+56P/tE/5uKD52ilePnyLe2nn5K6B2J/x6uzS/T5P6FOir5zfPFXf8PFd/4xViS0qVAysbhb4lwEqaiLPLVue4cWEethZx0xJparLUIInl7kQTXvHQKYNCUueBarHbb39H1L7wPORWa14fKswYctXiiUhMtpgysNN/cL7tYtb5cbbt7eMakrfPC5UjvFvxexvyY9vm+4YDGkq6Fy+nJyGg905qR0XLnv46goMfTmBo+hKCNJyWzHrgUpBqRXiBhQVYGIAWyHJEv3KCnRUpEGRfGoFYjsmIoUJCX3e3t4QzLmjJJ8gBiR3mapMmcIvcqU5+SJIuH7Lich73LCCfFQXMRBHWJQ+sEQETEPwyPAptzMjyKPdTgrsZ1FfcN5wn3S3xM79sPH+wSa2eT5vKiDxcj+KERiCkfJJgTReZAaoQRCpcGAUAwEiX0hNYjJpizfJEjIpFDCZJJJiiTREfDEwWc4REEpBFVwiJBwvWd9f093+wq1eMW7T/+a7f0K4zomfc+smNJ52LQbCJFSJs5CT/x8zfrzP4NX32IyPWeiwPce31oWNzd8+OSMh5t33L+/pXa7jFDpMlfBSVA2U3Qz5fMv3tIuNvjdjrBbgduicMTgMgtTCHzK8GZvE7b9Bc1BhZgojeKiLphWwwyRFLQuYUOk7HuE0SxtS6E1Xe9YhsCkqbg8mxCJ3Kx6pJKkxT0PX7zio+98i8mrP6f/4Ld5e/7bCKFQ735M+Kf/LenzH3D3h/8H//CjK1ZdYvtP/gWueU7/v/1Lnv7z/4ZdbWg+/h1ubGLzbsm80dgQqD94gX0oefX5mouzAmk9q23H4m++z/zpB+x2aybnl+xWW1wITArF/KxCkNhsOozOCbS1LhukAUWhcHWRseEEd3cPrJYbpucXpBhZb7a0fU9dFjy7OkMAi/WWqigotOTMwKtPXqFMwcV8Qtd17HYt287ivef6fIbre0otEeGrT9gp/v6HYNwe+kkcKkM/jxOUGKAjsYcAxehvxagyGsFLmfA1qC/soadBAVwIOazgZR6ojSCERsQsTcbQdJcpe8QqMdjFSJmp3cNtlCHtOdLDfu1bqJlxJkgqK6dkXT6Rk2MsUN4TtSEFnysTBsWEmA5q36RcFcWU7SmkyEr7e9P3PTFDjswAs9tr+sZs2OzOrfLryvzGYsq9rYACnecYEdkSXUp9OLcpiTwPJhmqQxApkaIfjh/AXhYqDazHQUIu7gVkh/3IB5NEIBKG1pvMdPKUKFOisC1qfY9b3NPe3vH2s5e0D/eE1Vv8ZkEzmTCdTBFNQ4yOxcMtbrOikYlJbXg2n7DpdjyZTWmMZbl6S63hftkiCbidJroeLYBB+iymiHW5H9eczZhdXBEcfPKDH9I+rKDb4XdbQthSyICKHhtjRjCERuiCUExx4hfE4ksxcvuwZL1SRKDQCi0zq08rRXJz2qrCOk+/WaGKgqdPnuCT5PZhTVmVrHcWFTzx//5f+eCf/wu2eoL7zj8jCsW8NjQycr8oUc8/pq2vaPrA8j/+L9h99kOK5hleGoqPfovlZoOIEHYb6npCIQK7rUcrie0zTVaQ5eP1asHm5j2x72ijIjzc87C1nL/4CCkEtu2481mG3nU9QiYCivPzGU2pECngOlgs1mzXa64vZ9RlBZPcS9r1lqYqOZ+e03Yd7dCL2q43bG3HXb+jrgzXF1N2my3Luzt2fU9hNOWkYLNzpOipC8mu7fgJfPvnOUdwsMoYN+DTl1bV+4h+rDM3gvJGbLU4gsHCqD8WRxBKNxK4HWvu7VZHRp7vjlDepDiubqezy0fvYT45QnzN5DgjUVXH28YcP7pqtN/OjnUDj8+X6ng7juzcx2ifH0F8MY2Gf+Xx+fTHId9vEo8SDLCvevIF7suVEgcI6fC4GPUw2M8CHfb+0K+JQ76Sh1fLiSTGBIpBQ1aTkkREmeGXpHM/yJdDgkq5byIEezNCsdehU+YAve2hqv1+HvZrYOFFLzNd3A7vI0WS7yEFrMyUIWIaJHPioK6eDQhjjIdZITlUTnq4rXXeX5n20PYwzvELGNeIQh4OrBDZIND1FidkhkN19r5CDjRrsR+yHcgLe5JIZooMyWU/sJyJKQiQcTg3aaCsJ/JtAUkmInYgTwxj/ElCTJjgiA8PvP3x93Fvf8z2k7/G391BktT1FFMa0mRGUSiUMRRnl9SFQZkCjETt7om2o+80RVHj+h4291yfXbJcOLQIaBGodELJyIvnz9i8fovsMgjtpaAwGjMtaS4uuVtsefPqFe1qS9pt8Ls1gh6kpxB5sSOKmurskrP5FfVkjjg7/8rj//NJHYmM7VZGUaisvq3rCUWhCVHQ+TRkzERRVsQEX7x9T1lWFFqS7hbZNdZ7QvWchz/6E5qnL2guL1GTGVtjcJsN4v0b3t89YLZLzOo9+rO/oX3/kq7rELNzrCpov/iMyYvfRCvFarnmwXmi3WIkROto795ShZbFp/ecbzcIVVI2NeX2HmcEm/cvSWmLAy6LkgrHYrNjqyaIyRk4z2qV0OdzXEi8u72nd5GmqhCqZG0D9ewS5XqM6dnsOqwNNE1JZy3dakkUinbX0W/WNPKa+7ueeV0R0hYRE6vFCinzsGPXdrQxUhmN+AYJ6hR/D0I8XgwcYuhzHBjWo77ToYKCbIfAPlE9+vPjCzD0sYb+jjj8lyNfQ0WuEBCkJNnPYWVrmQhypMawr9KEzBfKfcJSe2+nLNOjxPFVxEDMCEJAkgiyO66IGmEG5p/RSK+RA3x40KMYYL0Y9gkqDJAYeJX3wQxNl738mgjqALmlyDc2/kwIpCkG3kZOON5ZbN/jpQI9eFBJjVCJoZjKCZx0YCYeqIw+j5BEBEmS/bJknlHK7Ly8AMgbYbB2H86jSCiZ1TckigJwiwXLz3/Iuz/9fwk3X6C3C+zyntpozmcTTGHpk6D3ILXAxITuW1y/pZCJ+dWEUGxBTrjfWZL1XF/OWa1u8Zsd3iuUihQ6tyQhMr86R1QGlWogoosSZRKiEYi64u3LW5aLe9rNGrfZIVyPkR6BpyoEdV0zP7/g/MW3mFy/QFYzUvkLstsQgN1tuNkK5vNsq7HZbTEir8+0VnjnQCieXMwoBZxXE/qQ2Gw7lg8PnE8nFEZR/c5/gvCRs1pi2x39vcW6QNGvSNsdqn2DE4lUXbJdbzAXHyG1QQVPMCXnTxukgYf3NwRdoo2m7SybtsNvV8TNPTQ1sSnYrTbUU4NyK+bWklZ3lMUUqRSmKHFCs6NGnJ1xpiQ0E4qqRtcVk7pg13tUUdB2Dq0S797dkUKgkTVX5w12NmHSOdo+sOt6tCm4fPYEZz0Xk4Ld0rB20DQNSkaMVjRNHuptraezAaUN0XvuNy2z5hfkineKX9mQ8qiAcOhD7WG9n0hQe9hv6IMM17H8WE4cx0iw71VAHlsT4lGC2v9/X0nHga6ck1QmRoiUZYj2PI59fZeVEYZSRoisQTf0yKQUuS80PPdQQQmRySspEAXIZMBr0pCklDdIpY8Jaqg4YsxDxHnQ3eeKcNj/JEUeVBXZQh4yzLdPUDHxzSE+AaqoCGIghYsskGp7h5Muw5WDczoqi0Ln0zom8R8JLzGGQdop95eSyBWaUJl4AhKpFEKJ/L6HaizF7O4rU6QATEp0N+95+90/ov30+6SXf0WxWRD7nsl0yvT8gu36PWkbaa4+5unzj9BG8/knP6Ix9zSVoTCJ3m8IyfL8W9/mo6vn/Pizt/zGdz6mXb7n9ouXbHcOKRxK5ZGblCLNxZyoMznMoInJUzUFVx8+ISrFq3d37Pot1ndEAmVRoRXUMjIpBPOzGRdPntE8fYF5+hvE8oxgfkFKEilBlBqjNbowNFVJ9NkkuK4b6qrEap09TvK3ia4fLthnE56cTylVLvOjMghlQCTqZo7ykRJB2s5I55EgwMmCujT47T3OlFkyKSWqck6sKnTylEWNLyfEJNB6gu4dzbVH+B4rBogi7pgUgti1tICafsAkBDbnL+ijp5lMSCQ2yw1lUdI0JUlK2j6ybltsFFgXMFqTpOCD58+RKSIEvN9YWu+5vbnP0IaUNE3Jtk+ImDBqgq0EUgeUsnzx/i3KZpBpve6I3nExm9LFQKcLfFVhxza3XyN+GtPr8UDuTz73J2PsnDuGB8eMudGzRzBYOYLiZmdH99o6nB1fd3pMwrPqMTNuMoL4ivq4ujLN8bYuj6+hRvp7caQJGN3xvY2JCM4de3zBHiG76I82J2Gk1ydHg73jQeWvG4+T0L4nJA7J6tHj+3/ymKge3d4/abT1Q+VEOjSEZBpVXfuMM5yzOLygT6Nh2DxZe3ju/ggc+iJDgmKwliDFEc368f6IIaElmSupJGW2QtE609VDQJdlFq5VLaRIdBzUL5IgW2tkqz+CyBVhHJJ1zhwcoLF9cgojC5ivEzFBksWBYJLIMHDfOzrpwENUESEjDMPKaqhulRgki0TWwdsn8RAjIXj8sL9RKISKoFJWeQiBJFyeMStMTnApsyKlkNB51m/fcPe972I//S7y/UvS7Ws67xFFw+XZnH67Ybve8dG3P2b+G99CTa+5WW6YPP8217XErm7w7YqinlHPL1gsN6z9W55+62N20jC/fkqhDfblO9brPs+rCknwnub6A8qmgtWaWuVzI4JDNTUrG9n1iWJyjtETdDJUpqYwmolMzExiOqlprp5gnn6IevIbyOYSzFenoZ8rQfkY6V0gRnhYt7gAha6py6y5lZKgrip80vQx5R7VwEgrCkM5HPAsJyuJQlKohEiGvvf4CGZ+TQxZt6/UEpEC4uwM4Xw2j0lgY2AnDKWRVHVNJSMxgqknJJc1umIICBfY7VraVNOSmNcT6tBy56c0E4moZhitQAlMCkzqXLLupUtsVIShoamUyIQKpbEhseoDu90O5yxl0+BVgwyeaakxRcVu16HQfH5zx3a7oyhKIpLenJHwpBTwZ1PcbsNDiKik6Ad6cBfFzzwPp/j7H+N1wTFJwX71DaPkJMS+YHn8j2MyOCpPjIZERy+i0gARjhPUvpclclUk03FwOM8hyWOOO2SmvdJD/p+QQ0IUMqfGLyWoIxNuqLr2MJbMlYNUiqQMUuuBuj7KvgwSTcPf7dVAInkBG9kXcgMUNrDlEsPF/xtq8cUEUeV5IYaqMsY819njSWp4TwZEUCgfEVKglEBLiYoDsYSsbZRSIBxmIfMMU+67CVLyBAFS63zNjAHVB6qypNIG6SyLd+/YfPE5q7/+Prz7lOnuHdub18SkufjoY86ffYBwO0K/4/ryGlM2CK142KxY954nl5e43R2L1ZLLac30bE7bbmhXO2TnaOUMYwyv7l5xPpmgpcFIhUwS37o8HG1KqrIiALUQ2SG5aGitYhlB1dfMnpYYBHU5pa5qpFQYIo2K1JVBn83h6jnx/Clpckn8GR5rPx+LLyVWaM50QUySxc5SlIoqJc5qydaDcx6XApPSYJLCdrBab4nOcj5tuL48Rw+SG9Z6FjFiCk3vsmTHtKnQw5coDk6avQ3IsiYqQ99bXHRUVcU6eG4eWiaVwUfBcr1GKbg6n6KVJgXB+fkcSGxay30sOCsaZrsFynZsZcNaSiZF4qwuCAUsO8f9pqXQRe6t4dn2ntuHFdOq4MWVobeOJASmrKmqks4GmsogkiYKwfvFluAD0VuUKXn6pKG3PevVmtDv8nSOlISU0EWRlTmsJdiOECLlyfL91ztGmeUAA+1zCmKQX9s35vf/BgKCPN4+MPz2hYLYq04MszWkwRGQrONGJhBkrZyjWZ44UKT3mnLkRCSyW+2+aExDohKkITOQbcMZVvmj1CqGRJSTZRygxj2sBXHQkqPIitqqqnJCKQoSieAcewByDz2SAok8nCsEefHI4Ho9zBzFJIlJ4mP85mKxQFImH4f826E35IdzoJRECA1Dby7tJ2vJslJyqCyTyIvPMBALQpKElB0T4iGBS5IEGQKaRCEEYrtls9yw+OI18e4N/v1nmPsvUO2St2/eML9+wcf/0X9GUc/zbOD6LaFfEfsdVSlw3ZpZM0eR6O4/JW3u+ODpBdfXz9jdv2H55odUlaHfdUx2a5LUrN+9Z4uknF6i0IgIdtfi2h6sRWiBEpHZpMJJTzi7JNQf8LAr0ee/QV16SqOYTabUdUMyGpE8IgWilvimgtkFqZyRZEMQX329+zlJEvk0FVpjZG4gdiEivGfRRkqt2fQOj8IHUCi0NrQ+S9W3fosoKi4aQ+4pJrY+0e922BCZVAVRB2TMel1PpgVoTcJki+UQiEKgTcG8UBQyYYMk6JLeR0o9QQ9ii1pJks5LRZlgWhgE+YO7mFyhREJKhRw+xL0LCCmpC8PTSWLdO1ZtoKzy0O60rpg1BT5GlFZZpkhJRBLs+swejCF7qhRKgFR0UrPadrxbbXHes3pYoVLAiMGsUEmi61luWnwCHzyGyLL7+jRzIUSuCnnM1kuH3sDjiCO23qNhXnG8X4/gPv8VsKGsj5BdKY4WzjM9sueYHaE7M9K3m5SPMWg1hu+KUT9uNMAryyMsOIYXwwiOS6PbY8ahGjHxQrc+3LZHCUHcegT32ZHD8TeUz9nHT0B4iaGKGd3BKBntiRLiqJT9aEPjpHR4jUdlWv4Zx8/PrzVwGBAp674dnH6HhCcGtHCf+/a09VwU5e9YvsTm/3ISHOnM7Suh4ZlS5PGUqNQhUQmtEVpn5kPU2WAqpTyUe9jlTOdOcdieUCSxN4Lfq0/k/RqzWb9uJATsDQiHYd04kByQWZ9OKIMy2SH2OLsWyZT0fBzlnv0oM9tPyYRUAhnzMfeC/DoiK2lIAhUC1VsWb96yfvMGuV7C8i3u7jXdbkHot/zD//Q/58mHv8nKCXzySNcTg8clwfzyCbo5J1Yz6ukZq5c/ZPH6Uy5qg5GXPNzdYR9u2S3uCE1DUBXP6xIpNVup+eD5c3o0vQvgHKU2yJig0DTzMx6iRRQNRVOxm1ywqz6go0IbTRPyNaiqDfWkQlRFXpjYPAvllSKamiTyNTn9oiqolCLRW94tHDaBEoqzpiZVJX0sCDFRGIMZaJZb55De82QyQcwnlBLKQuAieOeZ1RojFb6U2CioC433Ees8F5OSQmWXRyU1QuQGaVUoYhJsrKM2gqgMWkS0HLT+ZCZs+JAFHUsls0ilVkifKKIjEOmSpLM54fVa5JVXCGhlkJVg3jSk1uFCoCgN06YkBs/OeXofsxxRimzbPMdUFZrkPcSQRRRlou8ti+WaGAPe9lzNJygp6bqWbrtj622WBZGK4ByCbPo4pjif4tc0ZKYWC7EfiRHjvATkgVi1n0496LuNejP7p45htRHRYpys0mGVnv9AHMgPaeA4Z9M8EgfmXwp5ESH3qGBKeJk5ptlkL1cIDBfkJBRJauIgcWSGfTFyqMSEApV/BmkIErrgsSki6zpT2V2PKHoEkdBbfEdOBFJjVE6Mrm+RRHSpoN/idsusSpE80hQUdZFJFN/0HAlBkirL/sk8V+VCymMKclDV0BKhsmCsUOInjvt+O/mHyC7kgx1HEFkZQg5VpfeRIiWqGOhu71i9ek1/d4fY3pE2N2yWd0ymU67/0T/l8voZpfBsV+/R2wdKmeWgettycf0cMz1Hzq5wakabHDIljEgkoVmvNjS64P3Ld7x79cDk3PP84yuKZsJ2u6V6cknz7JrYO9p378D1RK9wtiM5y/TqDPHhU7Z+SzmdMv3N3+KL+hlbVbPpAwqNMQpRJagNsimRUhF8JFmbZ+wG9qiQoMwvqIKSQtCQCEoSO0tSgSfVDKlh0bdISgoJr1c7LmYzCpHYxexGOy005aTCKEHrPO83PcVaMDOGaaVREYzJX4bpxFCoyLvVjsIYCj30rWLCxrxKrFTGsUPIXxLnPT2SptSUMotOBxKtz9hC7B3V0PtBaaSQlCJXPl1MhJAwUhBiYNM5pBzk+33IM18qr4h21rPrHFokvOupi4IO8M7lqXspsTaQQkIjuJo1hOCx3rBrW1brFTFE/DBV7wX01uK9QwEhioNU0Sl+fSPP82RI7yCRw5Fivo8DSe9LxJeDRN++NcSe3J1LnUcXyeHv99wycSiHjk/4coIbv9Zxu/tqQBz7XPsZoaFCf2ywGPNrBYcIAWHb3FOOLg/neo+KAUPEKAFKUGiJ8NnkVGiFMAakQUiF0npwpZUoIlIlorccZICkHEwMBzrdCAX4OpF7fyof3RQRKSDJCt/KGKQpht7ZcNRVtgyRA3FE7Ptiw9CxSCBiZhhGkYgiHc57Cp5aCdTOsXr1ks3rV8TVCm07ZLfF25Znz5/z9FvfIdRnuOCxqxvi/TvKdoE2mqQLlCkpzs4x8yf0oqLzkVrCfDbnovwtWhuZlQVvf/hX2G7Hb378D2jml8imzkjTbMrsrGJ+OWf3/oYYHUWhh2FsjQ+ei6fPmPdr3n3xBdVHv8N2+oK1PKNVBqfdcC3VWCXQShOkRuvM1BTKkZzNx0moQWD4q8/Bz2dYGAK97VDGMG9KSmPYWkcKgYBk4zo6b7mcTJgXWd37dtsSvWN2fY4PibudZWIUz2fFcCIli9bSRsmVVFzUmhgjC5dQpiBJhQ+5hK+NpEoBFxJaS7x3pCQJAmwICCXYWU8sNIWU2YbYJ1xvmRUKmyDEgWkjBktqJeldZNU5lIDgPbbrMFrn4TYlMcMHNIWAipHGSFxIKFPSh8hq16MlzEtFIbLk/cOuRw7Css5Z1usNrbVoKSm1whKJRLpuR2t7gu3zinXou37dkEJQFBkiSyOdvbHdxFcNAj9y1x3jwqO/DeMB3rElxYiIp0a2GHpyZN6J/oihmdGFrNCPWXxpZJ8RR8620RzhvqR/+qpLjrYrRrp8aQzxjSC72I/0/eTo/Y8YfWP7kOSOA8lfN4QYmugMqSGJQzI49HHEPiUcYavjBh5vL/3Uu8Xo8ezFxIhNlvtK+788jvHmgdL8mNwzAfcMjpQtxTMMOBhyHpiHmSQVYxxgPZDBI2OAdpOP226FiB68y72ZlKhTIqSIlAGvE9JIXBQoLYiqIJXlIOmjUEWFkIpaC2QKSLvNyuVCoZRGlQa0ISkDujjAc183pBRokY1AslZhQEVHqaE3GmEMUguKssAnkf3wRguGDJFmf6aUJCrsFxcJNDm5DsZXOkX8dsP601dsX73CuC0qtFRGEJLm7PzbzJ++wBclzltkuyDef45plzRFhS6nMDkjFoZUlFgSPlnwFghUuiBGuDyfs719xcPdGwoZmJ+fUczneCTrxYquW1PW0BhB3O5yC0SBixHKgj5Bc33N3atP6MpzutlvsxBPsLIGleWdUvB0vUXKkqg1pc4WTIqcK6IPQFZ3FzHmxcpXxM+VoPr717d/+T/895993RN+ip8rvv13vQOn+HcTgkE6SGQywVgxYv/zyzVOEl/exmOLwsPDwy9xlLWOkjkDMSLtKymx7/sfHk/HTQy23fv7x3XUsP0kYOgf7CFAEbLPEzESuh3RWdLmAWE75PoO4S3S9QeNwD05I/U9IkZmMeGTx5js5GpjynJIukSUdUY/Cg0pQCsIriMIiZQKgSEJlQdhB5bwNwkpcoLq9ycmCWSMWcFCaaIuiDISpUSih+HnyGEwWuS/2cOrQYLUCoLLHnOmQPiICI71ww23L1/i3tzR+EQpCiazCu9WVPUZ9WRCQBGtR7gdcbdEJM/88oJZPSckQxslvU2UhYLgSbZF2B6jYHd3g1YSpRV3b1/Rrpds2y3EwIvfBDOZUkvD5ZM5QnlS6PHOEVPK5ogx4XpHbQzm/IK2mFH/xnO2zVOWsaKNWaQ6WA/ODqSQRBACn6AsVIZ6YySFNPTzPFG6R0owX46fsweVnnz9032KU5wCcmowMn/19o314YFjhTN69j497BOSYChq+MlExvDYQX5oRG4AjmNcaa8wcSQUjDsn44QUB7r5kWiRGccgkKIY9iciossVUp97FX71QOx2+Pu3iG6LXrxB2A767aEwy/1lSfSZpHR+cQVCYUtF6yIbl0h1QaqnxGpK0gbqItt3bBXOtQSh0NIMvTJFTFmQejzL93VCAIpsTRKFJA6JXctcsUWph5k0gxR6GCvz7AFXue/1JYlH4GIkpOzjpFL2hFKh4+HVK24+/xGx76i1YFY2TGSJwhLCZpA6AlyPkYJot3jfM7t4gi40Oy9wNtDZHlNXqJhIbUvhelTfoWTC7hb46Om7FfRbXjz7gNDt8L5nd/+ap9UHFGi8lSQTqSclelKhqorBtg4tMult3QX62XNSec0DNZsIjqz6oRIDtBoJPmJ7m6WpUpajUILD2EIKAXz2pfqqOMlm/5qFENk5M/9yvD+NZ6vGTLzR4GkYG8eOtzke2h0jf3rEkitGUF4Yud3GIywn7HFo14wuh+pLUEwawYtjSDHokZ7e6O2MWXzq0eV6tN9+PJx7hBRjN7qIjYZz4wiO7O6PliHJ/4L6g2l0Gh6VP0NhMnrgoGg+lEJfdszd/9wnmwNNHHLvaf9aQ7JK++yQ8u2shS6Gn+N+Uhwqozi4uoqDFcxe0kiLrBCRXCD0Lb5dkbo2Q3rbNcl2GVK1LWG7JLZb/HqBFBKJRNc1WhtwGUjrYhiqIIl1kc56VPDI6JEiIqgpdIGUCqWnrNuGjVbIkGnlmfKdpddS+AZYOWRix3DwhFR5CJg00KzzcTdDohFCHYSlE9kG/rD4GERuk8+agkqACQLZOR5efs79559grEcmRd0U1Mogty3d+gF0R1FUuQfvLQkwQjA9OyMEx7b3JB/pug5lNIWWhOAo+o6wW2L7DevYk3zPpKxYPDywXa44a0ouPnqCUJHYr7i7eYuqJE8/+g53vsVNa0yIoBTOO6IX9J3Fu0SvDO3kBRtmLFJJrwqE0BjASDVYpuTrijRZzimKLN5w8NPKplXDzOlXn4NTgjrFKf4OYiiUvtRrGtdIP5nAxKGa+rKdO8eE9CUobn/foY2UjrVRppNnbfBIGqCxPTk8k4L2HSySQIpBooe95FJOUCnGzJTte8JmTey2pL5F9C3CWZTrSLbF7zb47Zp+eY+WaqgiA6osSS4RI/RdN6h9a5wLuN5lQ0Qpsm6fTFTyDF0Yqqoh1SVK5Yok9xwVkJm+38hX7XBYB1uMlHslMQWEzrp4pEQBaDJtXog93UQMF18OKwMRI0olIKBRyL7j9kc/ZPnyE1TfkaKiLGuMkPh+w+r9a0rhqWcllZK4rmMwI6aos4K87x1GGxbLe5SWmKpEKEn0ls39Dca3SGXp2jWzYoKzjkIqXjx/jpQQtKaoDNOzGr1StP2OoOHqt34HoRu23/uMkOIwlydxPvf/VTOnradsQkNUNVJoFBI5KF4c5sHIx05K0FpilEZLidx/piDrGH5FPxlOCeoUp/ilR2JQOZAj7I1xghnYXSINCg3D04Zhz4NP7pcqqNELIFF5/ijly8GeKz7oLJA5rmmg6iSygUXedoj7qkGghga+TJHswjFo5QVHjJG2y+64fvMA/QZ2C7rFHd16Sb/eEqxF9juE79HrFTI4jCyRWqOUxvqEjxbvB5v4IYEqkUkWlXPIpUP0C9rbzwlK426eUtQ16uIKsXhgpiTBZxJXNj0k90K+WQE1VKCJJLK5oogeKSO60OhCIZMgy9IlogwECZEssKsGGC8Xq4okBDqlDNN5x81ff5/tZz+m3G7xXYdqzil1g+o23L7+FG13zC7OMaogeUghIBJoU6HLGtttKKqCzcMNy4f3XD99BikgkyT2W3bbNbNSYWRFLXNfyHYdpm6y0K4pECpDblVd49OUrevZyZLL64+JwmD9p/mzpEAqSVE3oA26OSPWAinOKJUBcqWZIU2RkySDXQpxr4iF1hqjFHqY19v3IOPPQGJPCerXMJTefzNHK5OvWKSMr23jp8gRPPbo8/NosHcElY0+SnF0vxpP8xdHmO0RG/lLV5Jxc3ts+yHUcbtiBE1+lfLGmIno/eijLscX9CNkp0YivWZ3HArWI/agpf2pr/VzRRqz5fIde/v1ff/i0ZO/9NuYHHFMUvnxfbWTbS8yYeAwPAscZHfYV0/psK194jsY5Q0XEj1AXVlVIico7xzJe+xmRexb3PoBabfIbold3tOuFrSrLcF6lLfI6ChsGGCgTBtnz9D1nhAGV+CYma9SJEQKFMmRLBB7YshN9yAjoZkQtUB0OwolsCLh48hLKqRvnKAQw/ysyOxQLcAoSSwMZVngKdAxVwnZoDCRkhs4kSpDf0NFp5AUIvfcXv3guyx+8JeoxR3tZstkfsGsUvSbO7aLd0xiRzNTyGQxusS6XN9WdUNZNrgQs6uxiLx++WOMEHm0JgX8rqNfPzC/mCG8QyJoihoZO87Oz3BaE1zAkNBSoLXAm8Sz3/oHxLJEXH+AnF7hbhZITHZD3tudlAVhyFiprJCqQaQM0R9oNyJX+SENjD6RE7iUOXHJQRg3L7sGn6+fcZ5OCeoUp/g7iHhQ2v0Sh1zuIbTheTEevvz7vpEYyxGlLyX7L12X97T1cEhtYaib9uDdHtrbM/HIs0pCUAiJiZEqeoR34F3uo/iIWyyxbcvdmze4rsVvFqRuTdwu6LcrXLdDK4OSimlToyiR5eDUGx198PTO0293eNfnFbiAWkuMFDSFodYCU5X0zmH7jumkRhYlzUSRpGP77jNigFmps6Gp7XPVGDxSiW+coKQQ9LYbmHl7NfJIIRVaaaxN+KE4jc4j9b7aiiQ1uAwnRecEZ2UJixtef/ePuPv+nyJu3iL7DlPNKKYzlG+xbz+jTJaPPrjk4f6WyVlDdI7OOXRTopvMYuy3Kxrl6Fa3+HbBRx99zPruFuuyd1MhI2uVbXxUcpQysy2DLDB1w+xMM1EJYo+sFOLJHDctmV1cwPyauFnSvX+XJedirp5DyvCuLEr6FDEmq4CIYcEjhMmjO4MUVkpDRSvyZ1wICUpnxuMww5oGcYQvL8LGcUpQpzjF30E8qqBGPabh0eOdh97Skf10oOeNfo43dUg2B2zwCCAenzwkJXFMTntWXyYwJHAuQ3muI/YtqW+JXU90jv5hSd+2dLfv8H1P7LbEfkts18S+QziPlhotQIs8I4QocnWUTLZ2944oWkLMbDkSg3qFQCSFForKaPLAb8w0aSkoRSQhcCkQBNkscOh7pBQyOeLgWvv1I/eUAgwqNiExQK4SrQ1GFeBzXwqZrT9SSINOocKHnkYLzpqS7v1rPv29f83ir/+C+PCeJjpkhOriCkMiPbxF3H/C2fWcbtmjnKXRl9xt7rBIJldn7PqWFFbUKrB9eMvNJ9/j6fyMAomLntS3oBK6UgTnud+smDWaZAqUbGh3lmQ7tAqs3r0mthvOn1zwRH2H2fQj3ty+5/lkTmy31HXJ1hh88OgUqAbNRJLEaI3SAiOHfqhQ2RcsiUH/cLCrH6jme7JIjGlQ0RjKUhHZS0h9VZwS1K9ZCHHQB32sxTaKNJ4PGT9lRI3To7pbjrbziA04miiOIyadTT+d6faIATdC/uKXPqCPNARHry30CHYc7Z8YQXZy9IbG0OGY6edH2xkPBVMcWYJFfWQcFs3kcNtuNnzzSHk1Lvar/DxAK6RARHFYiTIIj+ZF6EB0QOTqa4AJ9zkKGKC7fDEIQ29pDxzuT1saEkFmm4ncHxmeJVM+frOiIDnH7uGGdrdmvbyhf7ile7jF398SdlvcZot3gbZ1CCEHh+OISp5aa/SkoCwNSin2anlBV6iipJ5OEcEivCUISVwvaFJAxwB2iwxAACMnnE2mTJqEJ9J7TySi3Q5dFFxcndPawPtVi5FZ7ixra/pMqPgZ8zV/mxAAziL3DEepQGqQ+RzE6IGAEAohDCmAEiZz+UOgIKC2tzx88Tmf/f7/Q/rxX9Ksb1Em+2818yuQDnv7hnL3hqdphegcKWqmumL19se0tmD24mNS8PS2pxAO2a9YvvwBhWspq5Juu4OYqLXIKhf540Iz9Kum80sKOcPaNZ27hWR5+uKa/k7Q3d9x9z3P7uGe2Xd+C9taxGyOmpyx/d5fHfqCxISRBVJpfMzKH2EQCo6D1bFIA4cxZjgUpR+pkezdlvMHNferZPrZq4hTgjrFKX7JkVeiWfQ0s7ziUPoMv48EYPfafOO5J/aw3uGx0YVYjBJz2vdHxu2u9Gg7MNCpAZUyVbvbrvFty/LNS1K3Ia3vscs77Ooed3tD2G3BOlJKlCmTHQqlkVIj901zsh8aBExRIpRBVBNMUVCWJcnlZGmKglCW1HhU9PggkCniQ6DtWh4WkFQWWvWDq64QiRg8pqoIPuYRghQHpff8uBwcfr9JCBKu3Q0W9nmyKQSfIVYp8Cnt1xbElOeuUnCYEKjoce8/5bM//QNu/+JP8K8/Zbq7p1SJcjohKAVbT+g7ClGQbn+MvX/J+UcfIpqGt6/+hljOKK6+jUk93cMtlVaYsOPm0z9n8/5zLs4vsG2LLEusteA7nIi0QqCEpCgq+s7SFj3l2ZwnHzzHNJcE0VMUBWLxwJsf/RBZGaIsWO4CwibKYInLHbe3NzjnKbTEx5SNFfVecmpvwzUwIKQYJB2zsogWmoMXFkN/c9QvzaMUR4PJr4pTgjrFKX7pkYghs832fkd7hfLE48pXikMHikOKOiQnMco8R3r5wbpjsNXYK8MKHtMvxPCQjFl2SEdHcj03P/xrdosHbj/9G6TrKNyW1G6g3dANCaopCowxnM0vKApDPS1RRYkua9bbDbu2JVpHkjCZnVFUDc3FE+Sgk+c6gY2Bum4wRM6lRQbLzq8JLtA7y3q3oX37Bl3V6KLCGIlSAtsKisKQBPRR4PpIChYlyS4FIq/gv4lkWD6YCbfZoAYGo0wpDwvGgE+OqCuMKYgO8AJFpCSgN0s2P/4+n/zu/867P/o99P0rLnSgmRcUZUFcdXgiIUXmVy8IfcC++ZQmtKR379k4j7CW+Ycz1v0au7xDyxrlHHevP+Hhix9Ql4mND5h5xCSTlfCFyE4fKWVdQJVl1Xy3ZcU90gSuLs+p59e43hI2O2ZPn1BcXqI//Bb99XNiWaK0ZLtZDYZbiigUUWn6GFEhMz6F1CT0MJQrByp6yMPKQmY0YA8jh/wxzE7CCTnUpII8t3gUSP7JOCWoX8OQw1zBoxP/6Jfj7Uerl9E3Wo+hshGsJ8QRppMjVl0YMenMqGwfw3dpBLPJkdtp+hKNJ41tPEYEPalG7+GRnOAIJhi9thxDmSPY0YxeTo3eszfH95NGEJ+aHG9Tjew/vm4k4NBAHmDMYW7m4L66H/KU8lAtpcNqM/97tCLdb3pYnSL2aS0/mJ1eE4SB1zdoAWoB3vbEvmd19x67WfHwo7/Cb1boh3eoYNGuJ/Y7Qt+iBaiyop5OKIymMAIpPc5uaO0Ov15nM74IhTEoJXGdJbiAsz47xSqNcx3OdpjoqEuFIZuC+lpDrZFFjXWBorcZVhOK+dmEQiv8bkmKnuViRRCKIMusZCEGeXiRUCobB36j05QSdrtjCnl2J7jsHps8OiV0UsQ+S/xoKTB2R7z5gpd/8m/55N/8a7bf/2Ou3JonJZw3hpQ8qY94GUne5m3KG9LaUm4tOgi2i1uC0ZTzGqyloEXe3ZJs4u3Ll2wfbqhLIER6u6bzEblzUFWgNEopyqJAqUFHMUa0UcjQ4TpJ2BW0zrJarnGLO1y3ozq/4vmzDxAXV9iYWXeTyRyZJEZXeLLclCgLRFVg932nqElp0HEUkSTCUFEO3lhxz6zck3GG2bq4ly0ejDRPLL5TnOJXKFKmVsOIpHCoovI39lBRxUGNPw0JV8DBdZY9MeDYW4oD2e9gKDhkLsNQSIVw6AUYISgEpL7Dr1csPv0R27v3LH70F4i+ZZZ6VAgY73DOEp3FGIOoa6bzOUYrDD0xemzfse0DqzZSVFOKoqapa4zWdG1LDIHg75BKYowiRI8PnquzmroylAhEhKrRSFPSXD3D+URrI9YFvI9cP31KVRjuXv6Qdrdh8fAApkBOVe7LDfCeEAmlBVr/7P7G3+Y8hW6XZ8Ai4P1AGrEImxAi4q3DiIAOGzaf/YB3f/hv+NHv/ivk60/4diN4Mi0oJRActu3RpiTFjhQcyijsYk1ae6TT2NYiMcQkUbrA7TrSBhbrG/y2Y7dcopUgpgpfSFrr2ezucUWLmM0xZ+c0E8M0gnQBmRLR9zgnqE2NVo71uwzNepfQwPTyKeLiih6wXYuanhMwtH7JdtMREyhtkEVJOWlQZUWUGkQBYpBxjwkpAkoGlBAoqY7DCwP1f//RTRKSPI4z5JnArz4FpwR1ilP80mNvwTCqfPZ03MHbXQwGeBwwfIGUw+BuAoTMMyRpKCYPFhhHRh5JYLTJWmjeQUzZeI68cvXbDev1iuWrl2xv3+NuX6O2a85CB6FDtRsIHmvtgVdYTWeYukYIgXOOh/u3QELqAlPPef7immoyp6imaK1JKbL44iXBOYoBequNJkZBVDI306PnfvlA8B1CBCppOCtLyrOG82rC7d2S5XKLnk6pmoan1X+I63bM3r6hD4FtEITU0VvPsb782Svzv9VZSoGYNoAbWoMK7wMiBpwPdK6lVonGb3n33T/k3R//W97+4e/RvP+Ub88ET6dltgLqLM72ICTOerxLSCUJIrFzHSokpM8rC58iSSqCh9V6QewEbtsjQ0L4QOfAJVh3kr4sSWcXqIsn1FdPUZMpZVNS4tH9lkoLpMgGqsZojJRsFwukyLNLuqnBaMqmoe96UlnifcIzY9kVbHaO5BzGCCqjkVJiIwQUPiqkKonBYiToJJG2p39Y0vmAbXvsztLvdqTQ05SKSufFmKpL1KRGlTX19JxkJl95Dk4J6tctxJGxNV4/Pu5rjGGwn864e2TDPLo5RgrDGGcbbX/swDtmz8WRG60cMwDj432wo5WvGg3qqjhyth1ZY0R1HKp17riD5Wif6hEEKUfvTZTHr4BNRyhv1R9fS83nx+f333xQN3Mk4kGDLEN1A99uqI7y8RGHK20S2ShPiDgooO8VII5SsofB5IOuEUip0EpmQ8wEWqqhIgjYtqW7v2fz7g3rd28odg9I11KFnhQtwbZE53HWZt8jZSiNoSwrQop479isVyCgnsyoZ5rz8wuq6QVFPSOkiHNucIuG0kiUlBRKEmUWnFUCUgzs2hbvOopSoxMIqSiqisnFBasuIFqPLCpUXVPOGqLt0N6x63r8pqWzPn+u9yq5Yn+kv8F5ioHkd4hEVqpICqELEpLgLXNTUnU3/OB3/xX3f/j7LP/qz5nulnz7vOKySYRg2dnI1npUWeNDoO99hsVEgdAGlzyFFPSuRxWKPga6YEmtxvuEThorDT4lOqWxSlOeXzG5vubi8prJBy9QZxdQFBRaUCbLDEftW+alJLh2KKYV1u5QCHywuNQTfKJWExpjsL2lUA0x1uxa+PyT1/SdpRIQvMX57kAVCT5Sily1Biztw4Lbd+9ZvX3DbnGPMoqmbjBesFkuwO5Y2DX0LYmIrCuKizlqMkGamvLs+ivPwSlBneIUv+xIEGLITq0DRLcfnD1AfHJIMlId+lPEfY/FZzr5AAsqkxXBpcyzJiEGtMjJwNmeIKAazOHcdkdoW/q7e9r7G7bvXpEWb2i297C6I3Vbdvc3eU4peCICr7LuXVE31JOGstS8efWavm/RpqaZTPjgw29jJnPMbEYyBb2A5c5inad5+iFawEVjkNEjfMtuvWC3XUMsKI1m/uRbSCUoS0OKgbev3yLMPap8SzW/5tmHH+GUZNk6znRApkA9P0eUFidLrIONaPOsTUqkkH6mQsHfKmKEXe4NKZkdcyOaQtVcNyXu9hV/9r/8j3Tf+xPsD37Ideh4dt4wLaF3HZvesYmKpa7Yxjw64IVGlg312Rnn15dEZ7l7WNJ297TLlmSgOjtDzaco03A+ecZE11hh0LpENjOuP/iQZnaWPZa0pDBQ0iF292zevyKlwNmLD2lmE7YrTyBRNhfYlWR598Bu88DlsysmV5fMP3qBKDRJFLTxHNtWpId7Pv2z/4+yXVGVoKoSWeg8thAicbVi9XbBbtWxuHvN4v07dBT47Y7SGNSsoZ5NKGJEacHs7Jx+K/FdhXOOtrfoTY/sHTLcsP3kB195Ck4J6hSn+LuIgwrEOEHBfpLpMAs2GtRleE4uuBIyyQMTak/oS4f/BvpzzHWW0Jn2G3zAW4fd7rDbLW6zRvYtKlii60iuJ9pumPAnzykJkX2YTJGNAaXE2x7f95gqXzjrZoqsaoTSWb0asCHSh4gpawolqSYF+J7Q5gQbQiCGSFSJsmzQRlOWBc62dA93YB30lvLsirKucc7hYiDGkAd+jUGFhNFmUMTfa7zxTYsnIFf8qocQBMIIpBaUQnBdFNy8+hG//z//T+y++/sUd284T5qL8xkey9JH+gitmPLew4PSuLLkYj6n6zw2KFZK8/puS7AbihBprq7p9JqrZ0/44KMXdDIhTYNUZzhRcfXhb3L+7AUBRd/32K4l9T0m9vjVCu2WTGJHpQPL5YI//oPPuHrxAf/Bd77Nm/c3pF3i2dNnGK1Q1ZTy/Jzq4gPU5JJlF0mzC5yfEm3kz/+v/5P08I66VCAjqtCcX19lQdzO8v2//FNeffJA6jw69VxMa0RIVNMGU1QUlxcIrXh495Zus0SmGd556qqhKiW1sSgj6fsltQlYv/3KcyB+QmjyFH+vQwhxA3z2d70f/57Et7+OR9rpHP1S42udIzidp19y/NTzdEpQpzjFKU5xil/J+IY8zFOc4hSnOMUp/t3EKUGd4hSnOMUpfiXjlKBOcYpTnOIUv5JxSlCnOMUpTnGKX8k4JahTnOIUpzjFr2ScEtQpTnGKU5ziVzJOCeoUpzjFKU7xKxmnBHWKU5ziFKf4lYxTgjrFKU5xilP8Ssb/D0xzNq19GAExAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "center_crops = [vision.CenterCrop(size=size)(orig_img) for size in (30, 50, 100)]\n",
        "plot(center_crops)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### FiveCrop\n",
        "\n",
        "[mindspore.dataset.vision.FiveCrop](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.FiveCrop.html#mindspore.dataset.vision.FiveCrop) 在图像的中心与四个角处分别裁剪指定尺寸大小的子图。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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U162mwsYqn9tf7Y+AM8abdu+k3SKqvN5ndT1uv4iYYinliXO0fqbgtxRLCCHFwv4pYDaBywRK+88V18HqusUFI7Dlx0jKrityADyV51Je58+X044R1O542dpTeV5MeaLXN+iXBAwhFbdTcRkmIaRESg4ffHHNaWyJa1ptMEqotGAElCSMAmM1qjC0YkqZ2KCEEC0+REDn3zpFErHERTWSRpdoKvNMJmuE0UrUgjYaY3Yu2pgSzgfqSmc3YRKSFoxJaGsJQbCF2PG4LYTA+cUFw+ARESpbXJaVQSuNKeC47zKLKeFDjvEoZFycZ/e1ylby0CecSzifIHiMURhrMVpn8kVZAI1kmZhSHgZKoasqLzyLyzGGgCePiek4MbuqRmsKEoGEKbZK4aQ8dlPB8VHb84EPHvCpR4/4yb/xN/kTf+JfnRarOSq9F98dzykGpFh0lDknkuOoo+XF6AAs7lTG60wJ17ZsH97n4s3X8e2W1a1brJ5+lvr4GFNVgMLUB6hqgb+4z+b+mxy88B2o42NiPSesErIecA/e5OLqEtX21AcpW/1jPOu/DYBKKf2uf177ftyWUvrPyBT5b2oTIbtQRpeDyhOYnsBntJzUNUBSij2SRI5Twb71s0ds2LOsdv75RAp57SRKygoPkmIPiciBDfatpzQ6AvJryLOmKkP15l6aqSnRUwwojRN9sYj2QQoUokZ2nyrxosg1EsX0B18PVnECqjFgvWMHlhtzz6339jhUzHfkZDlIcZmkJMWVWKy/JHBDkgQIUXLweQRa72Nm2klCC1RGl7hmId+oiDEaa810c1sBo3SeaCT/1JmIQjF5IOLL78AUf9JKTS6ylCjASF5tk639mMCHiI8+M/hiRJOIVlBiEauLVZOnkMom6qElvfprNxkugFDXNVpblMqxOKMV1hoqk93oKUoZ03oiihgjBHYWMGRAjT4zFpVS2KpCG4MkXaxRQ0qR3nmcd8RIYZhBIh8rk55UsaazRaILyIckk+UWQiFbEIsnJd/XWmkUZrI+H7tVFa+7KxaXjqPZjF/+zGd56aWv8ZGPfLiAzC7GNN7PMfpCZNlncI7nMbpUdlZoXtAqJIELAd/1bM/OePTqK7z2uc+yPjvj5Jnn+MB3wFOzOdpUmeE3W6BXK/r7kfb+KQe+w6NBVUgjNMpi2wOUi/ikcsx46o6RDPXO7Z+nBfX/V81ovcfe249DFZ95GejTexOrb3T5KSiB6n0XHlx38U1mfBxXeaG4GxJNXVPP6jzJ7rH3sgWVru9v9EFPHml2FpTaB6nHX/ZlEDblBgoTuEwW1bWYU1nhF8BQSoo7LRWXTtr9IdM2iftAJezT13OMIF/KPmiNIHVtW6Kw+fJ5x7L/fTCETBogqRu5+LJ7TXA+kFKYxoO1FmM0tVHMlCrxESYAQiIhOGJxCyvyZJKD8A4Xcv+JMohoUspuLKsFU6yPvF7NEykJUohIiplubjRJshXhY8oLKLL7U4xC6cziy+SJRPTggqeWxHL7iLd+4W/x4Bf+68ful7Hvm6bJ564VRilE8jmGFEkxkEKmhistECQDaSh+yAkgyPdG8Ah58TamDyhyn7V9l93zxiBK4X3Cx5iBKmaW4jDkYypSThlReeGZUmJwicF5BjcQym9JcVNX2lBVFUYpvHf0zuV0gsdsanXE8e/5HyMPH/HKZ3+SX3/5AX/rb/5t/o0/+a8X0giMjNkkJaXCB5Lk/iLFfC8U97mM3fX2VqzTru1ZX1ywefiIq4srmtmcRdXgQ+Ty7JSDzQbbzMEqaBoOPvhBLl7+HP16Tdqs8f0ADSSdSDZh5w1LjtDWoozexye+ERnrCUB9E5ogaLIFJcgeg0+jRE9ApPetJ9mnnKtCeijul8mlV5xtKZvrCRi6gaHvMcZQ1XVewSqI0eG8wwRLZfUUk6IEleG6RVZOHAprR9IISgWw5Bv7ht9rS2MwdJw8KDeIGq2Y7D7KltVeHAopFkwqfbHP5NutGZOECdRSyoytDG4FgEQV+rrafTcWmjY78MkrSzWBFzFP5Nl1lvNOGIH7hi6+EAKPHp2BgDGG2lrqymIriy05T0qlYjnpfO1S8nRCIIREUoakhTZGXAw4nwFHK6G2OXfHjBTj7M0hpjCGDSDlQL+IQuFyzIWRoZbdh1aBMRajMmFii8f1sOkDm9bhXLYUbl28xKOf+n+wfenzvGFv32C05JZQxBDx3tPFnPeTATyDlk8ZkAzF3edLrC0GvB+wWlNXFlEaU5gnKSVC9Dgf8n1GBiGtFZa83ok+TkSImHIeWgjjOMp5jVbnWFgMkcEV62vwxJDznnSJL/cxkiQQVI57ORduZEWpqmHxXb8NG+GPP/vdPPg//uf83M/9PH/gD/0BPvSh5/O+oy4x3EI6ih4ZAhISQsgLi6jzAkVCsVzy7z0tXFImdqwvt5yeXqKC5tbzL2Jf/Ag6RbaXp2hJiMspC1EEhebW89/CG/pnqNyWcHmK31xhFgdoaYgiVPOKZA1GG8RI4RWavDgivOt1PwGob0IbKeITK08pvs6d97Z4k9bq6z437msEKMi5N13X5clHmymZVEq8oWkqECHEQIwBbUwGRqVysFTtAdTI/GPyOmf3ZMnwHuNOUEDk5h2zBwTZnZWDtuOxr7v9xtyoMddipLbuWzA55ynHBzKIFtdFzK5BpUagSpN1BKlsz+CUpu3suQTJN3YURpL97rhqOqcRoG7C4hOgtlDbitmsyZNp6XujElpiyYHKAXYtgtUmT7zG7rEQs3sOEUyZkBVglKAIJB/xSfAlWJ5SnggmK95YtLFo0xTrPIECq0ERIQWMTmiV8AmMq/B+wPUdQx+JvaO592Ve/cR/hT5/hfXRC5x37z7ZvJcWYmTT9lMCuioEIFIguIhKOjNjtSGVhGXIHr8kmQqfPQvZSgjF2soMT2Hwgb7LjLyqNlS2LJAKKCHZMjOpAjFoHa+lJ4QYJwsuxZjdsNYStS59HIv1lQgu4Et6Q0w3Y8QmoBPNoOHFj387f/YnfoI/9R/97/iFn/85XvzQv5SneB1QCXQwpKhznE48EkK2mMYE2eJZyHNBuQ/KvBAjDC5wud7QDY47hyuOj1ZIVaGUojldkK7OqVPCeo+Y/D19fAcWh4T2Af78gnh5H38wI1W3IRkqu8Rqj+ic6zcxc1GT5+Kd2vsCqIOZTncPsjn8TlTmfbYYlDmvWBVvd1vtPjSy1eTro4jXXqa3PR197eV5sQAmttbkOrq+bX8VPikGFBfRV95yjy3RopQpMaXrICXFStLT9usANgLV20kSo7uqbbf0XU9dz7C2opnVzBbzHECuquyKV5ktR3FfJREY86JQ1/r+OqOv9H/po0ygG0EjT2o3TS6cYlAlETSDFKOvIRMidvYQ+yCkRE/n8nYCxOSaK49TzGlyI/I2xYk8BiJc28/4GImolBN6VaY8kaJMcYVp8ZtKXOoG6G2UcOdwjjYWpS2RPTdVSKgApuQxKSJWJbSKGMBIydXSEXAkwEeFLwTvcS2cpUtGt7OZ9jUupkasdSHShUBKEa2ESoOgsXqMWebYTjRQi8Zqy3KeY6Xdlz/Dm5/+e3RtT7z9XcTDp3lhWcFPfh3Z9z03HwKn55cYramtYT6rqKwihYh3jqEfchKqtUSf6IccZzHaMKtrVjNdfq9I9B6tNcZYQkoMnaPvPV2f87W6wTFrLFWlkRSIwWdquYAv+VCjVV8caDmuU2j6o+s83yM5rpslmDJFfsDtAeYN76UEEoVIohWhPj7mf/Fv/6947eVXCCHnFInKOYIxaVLUaJcyQMXAvhst3367MZAhprBVRfAxEzzq2YxqtaRZLdHKZoasmRHMhqQi0aQpXkvT0BvBaE1/doW6OEOObhEWx2gsWtmcO6Hy/SQxu9Cz8/Td2/sCqLsHlr/wxz9G0zTMmgprK7TWJQBpcna3VuiyGtRFTkQL6NkCVc0QYzMTrYQS0AbsDDEVSZspdpImvEolkFf+sgOfiWoaE7FrSa7LZrYUVk5wxOAIYSDG/Oj8gHcDzg0MQ3aV9b2j6wech9/5Zx5PukYk+/gze29nKe0UJNSOEFHIDNfiUCOYTWCS9+uGRAwJYyyz2Yy6rosVtBdPGlfykuWUpoRdPbL7CvirtwOUlPeZVs/F40csMi2kkbTweC2TN/TE0sttJEfASIggJZTEMvGnKfYkpCkBMd9g5fP7Ky5RE4lhXOmKqOsW1OjC+zqraWdJjdvz5JaPkWNXXAO/kbdl1NeJ+b/3flEKWzdAZu75EPAh4kLEuUDvPF4JTV2xqAzL2mA1UCZClUJOFE6BkBJWWbRSuCS4mPCAMfm8gzAxGI1ApRW1NcVFmXA+0iVF2KOHRyDk1NySoJxQOpKSp/U9yQc2F1ecb7fc/eHfzusvv8Hxh7+d1VPPMJs38Gf/9GP3jTaW5eoAo6A2msqSpZjqCqMbUkwMPuJDpE/ZyiNGkni0blBa4X2YkqBHK14lQZmEsRbxkRAGvPfQRxI1pIh3ocSSKZJH2RpyfoCUqK2dLGel1MQe9D7sFjoxMgz9lGeXUHjnc15avEniuyBJF9mhbA0/8+yzPP/csxBKjCz7xAnJITESnQdxSAjZ2tzb27iQKVFeQHbxKa2ZLRYkQM/mJGOK2zXH6FKKJLVjA8Z+IG0dC7PA9w/ZrNes+ktkfUl10iN2RhQHkoiSww9aAqHc/zq++2rvfQGUVprl7IDZrGY2a9DK4EOkqiy2tpgms2SMQAo5812FBHFNunoTmmNim5CmQQ6OYHmM2AZMA9rm1bDs5TyPMybj4y5YnoPjGYlVsDm3gYTSC6gUKgxEP6DDQIwDIQxo0+F1znXYsZnyo/M3sRQkZ/FfS8Ddt6AKpXyMO4neiz/tfR5dBnX5cYxmPl8COXCcA+DF2imEC+Q6qWKUwJniWGqMZ3E9h2p0oVy/jOKMz0urJLGseG7QM1ICIJPFBJOJM24bpYb2gCdbkdltMo6BnWW5o5aTMrsO9oFkBz7jpJA97WViidffHxM/c7IvJamXLJO0Rzcf84q4oQUVU6LrXR4TKuvXVSbn2AQvDE5wZA2+xmYWW0iR1gu9KFLKCclDyISGTJkuuXPkHClCwDtwsSwSs++vgFvMib1K0DphQ7b8R7eVc4kYxnQJhY5gIqQwEIIjOEHbBcsPfhtnXc/Js78JryxnCGfBPn7HkCncXdcxayzGWJpaU5lU8mZy7MITIHmywSm0/ZBp99bigmPoe5xzOe6rNSQYBgd7zE4UGFMTQmDbDXmBicH5NOk1Cnsuu+AhZSZl9CGrRogmkhgGT9t2DG4oC80cD+v7nq4diDFbZiE+vvszSSKogEqCjZDQmRIv5TwFgmTJKVJAuZbUbojWT2C5m1tUXtBKYsyfmhZqoqiqioPDQ4AsGaUErwQfenx02JgwyqCUIYRIu9nQv3kf4wUXFWsSi1nFMHh48BCzsswOLCYOJCxebHHtFWvqG1z3+wMobThY3aaqLE1T5+xpyfkSurIoazNLQ+VYgzYWMTVIJPVniKlJPcRhk1cD7YAs7oK2+a+s/kmRdHkOBwegRz/pyNkvk1IsVlRMqEWDNIcQAyl6CA7lB6IeSKEjeLNnxZS/EijNdotC6xtYCiIYbVF6z29eXHajO2WX+7STNVKT+29nQY0xorzjRKOyYOcoT8NoYInsYkqyBzxlG/vb3vaZfTLGNNGOxANJJAKIQiWF3MQtIQLFghrddJPlPFlmGbTSPniNbDrKNY8yC7vMJaBYkZO6xL4VlUF5ZOyN8awJrJTas7aKCnbKNzkpryRz7Gwvj6okZeaHm8UTBCZNOyWj1FK2+Exd0zQyJW7nBFsIEbqQcG7AxeKOKczR1DsaE1jOKmaVZmYNlRrloMy04BPJ/n+f19vFQlaEMU+nyBhpEazJ0ly6LGZSNKQkzG1DNJohCRIc1QpiEuoIVXLXLNLH7Z26qjFGTd4BayxGZ9dTLAunIUT6EHEpoeua2hrQmiEEApkRmwDnAsPQE0NEG1PytSDF7ALdti3BO4xSNHV2mQ9DBmKtoTKGqqoRqXIMynuSCMpYYhSGwbFpB9o+W2SZJFXmF11RV4mcAJwXqzfrmSI8XRZ3urDzkgSCxLyO8xHWa/yje3D5kHS0IilT7p+R0i3XQCFB2We+P7XWNE2NIBjJCiQhRVIY0L6nQrC2zovX7RXu/lc5vf8m7pmP0XzoO6lOVry+7jl//de53H6GT7+24Q/84d/Hdz43ozaRTXXMVhY57ptSjt+9S3ufAGWZN8dEAomKJAZtK8RoVF1jqhpd1Yi1iNbsI4I6fI5ULAqNzhNt34OuwNj84+2dqNyalSfjhJWQSbcpQmGBQSQFBXGAYUBiIAWPBI/4geQHJOWAcewDQ+vxgyM4T99H2l7onGG4QWxXEIyxexTzHSBk8sPbhWBHV9xoSenrIFKuUqWUFUv2JkMppvi1ZF6lrgFRepsqxc662rOmxoE+IV5xpaZsNeTBqrjBPFyOpXOcKQoigT1bprhy96nnMllD+dujS4+d9QXsgIq9x9wy+Oy6bGdlfT0wwegCfSfiBChVgu1lxT2pbnBDJYkE6z4UVpiayIGqEB9IMecmkXKCrrVZlUTnWGdVSBpjLpaQsEphtFCpIt9TtisckUQIWTHCD0I/BFzISbchgTVZ4qi2hlltmNUW0SqLyKZYGGgaHyWz16KnjyEnx5LJOjNraWrL3N6MdyWSc3DSkJlz1tS4mNXVRcN2veH0/Ir1uiWknNtUVxUxBs4vr4g+qzbM5w2LWZMtHymqLlrTOw8onHP0fYs1FbOmzmMtBUJwJByiclxQqXxfhOCLLFYR0JVi8UtEdE6W1oUwIClhlGCMQtcjtV8mZ9Bj9QsKURYbBcWWFHpi5wlDjw8DKjiqkDD9lnj1iP7NL+LP7hEPFiRliZM3qoguXzuZ0dEnRVxailrIGGNSmBQJw4B4l9UkZjWzNPDaJ3+Bz/7SJ2gXT/HB3/J78fMjHrz5VRbnL/FcHXluccjP/epL/Ff/r7/O/Pd+Px+7a6mOB4b5C3gsChi+QU7h+xpNIhrdHKOkZEnXM6r5ghAdLgSMXiL1AqmqHFsaAaoE7ZmSIEunmOW4YxCZKMkyWUuZXZNSzH7UIRA3W8IwZDZWSZDzvaNdd6yvWkLIiWk+eAbn2faeRKIdApsOLjaWrofBKTa956qPtD7ibmApiMorimIwlMvZWVHCjgjBtLrShSChJ0DLXTH1zphrORoE49Hyy2uW0QhQ7D2X666+MrHuQEoXY0omC2bs9yn2lx4/zjKdrWRB0aQCkkqiZRpjilKso/HTI4Dl48tkLcEUfxrPbfrS22JS7Fx9+4C0/97k4otpAqeddaVL/GqMU2UdP4UU93M+tr4BQIWU2LqA8hElHi0qT2ZaoSTn4SRlSSnhQ8JGn5NVTf7NYnR4F8Dl31tpTVAKhuxunyuLtYack5PzX8YweUqK4B3OOaKU3CajiAQ2bYtzhsE5OmsgeoJ3WKup6wqjbWbNSaKxiroxJKXoI8SoaLuI69631vK1NhI3Nu3AerOl62sWswqjwKfEtnNsO0/nJIPsZoOWxKxYP1os1iici5wPa+pK0zQNWhRt2zIMLTEGkECMHhdDJgAU630s1xFippJvNy0h7HLVRGXxWOcdybu8wDSGGAJ915V4aqILnqayHB3MaOqatu1LyZjH75mme8T6C7/K9t7L1Me3mT31YdbdwHBxjhl6YkocyJZ6+yr64iWCu8IYSzL1ND+M1HJVErjHUhp5WKfJs5HXsEKSmAkYDoLzmb7eWJRRDK+9xIO/99c5qmYsbr+ArB+R3IbjuEVdPaJf30PZJbZ9yC985vNU8ZQ/9i9+Oy9+yFPrBam6ndmH8ZsEUAlFNCuqpsHOZjkQr3XWCjMaqSxiTYnQ6mlln9QITsX18k6r8tHEHDO2gycNkdD2DJuW7UXLxWXL2dXApg/4CEPYrQSdj/igCEHjI8Sg8MHgQ8CFLHfvvc4008HQOUM3OHrn6by/GUAhWFsVV94IFKOVNILESCVPU8xpApfRohi/WHp7B+ZMT64xItkDoAnFxvfV3mvKAFUFkHauxt37af8w13+Xm/TMqP+VxjhULCtPCq7sACmXCoiF9ACZAFHIE2lPxHI8rymWVVZ7ceceHK9kl4h73cWX40yRWMBp536Jo3ueKXdKch5aROWzTdzIXaNFaCqFL8H+qBIxqaJrK0X5fiQuJPrOYbVmMVPogukJw1CCy5ZSl8hHNkPP2WbA2moSuR0XTFoJppBsmjrXUKJsV2JJsQKEGAPtkEFRTE0ylkEU0TsQTVXPqKyilogPgRQiQ3R48YR4w0VNylTz0VvVuUBdC6I1iYjWEGOfiQlF4CcVbTxPpuhL0hAjQqAyRcw2eHwMGGuZiUZpYdAlrUGyrR69MPSBth3wwZfk5RwLi0X4deh6ur4nOIdVEVtZKpVJOV3b4V3PraMjbt0+obaGps45ZL0LIxvhsZryA2/85f8L7hd/higN6+/+bdTfdxe1OMSHS4argY1riU1HfXnGSnuaZcNstcTZCi+WiC73VJ4bkuyWgcJOGT3/DoVkpPK9E3wg9A6dBGsstVG89qVPYS/fwIrQb8+Jr3+OuFhxGuD2nQXPfOR5Nuctv+U7n+feg3v8yq98klvpnD/2B36MZX2EvrUgqhn6HQEht/cFUBFFn+aEUOFchcGgxJTcBIOJFokaCRqJeZIUDXiZFJOLo39aqRdMyivZwrYatj2nj9acnq453/S0257gHe36is4sEGNKQLdQiWNJzEwxy48UV1FUMbslJCd9eoEgECQSRwJAyVUTHn91I6Kwpi6AsrNcdovsTGoYk3FHgGCMdRTrJo2TnuyGytt/uul7TChYFgE7YFJ7i4ERnMrBMr20xKlSAak8F6u9Y4xWXHYXPn7HUALT5bnEHOOJ2T2SawcVll6xqmQE6xITSkV6ZXTVIRmspFSKLWV8dteadaTz6+Lai8XyybGeMSCc4zsyxqlKTaz8hTI+NXlsxUgqY1dUjlkq/fiuLB8jrz28ZNMNxCTYSrOcNzR1hRbJ1xSF3gUuN1uUCLcPV2hbMasyeg7O0yfJRQZNlgRKRuFjYusj2+LGiz6iCMysYl5rqqbOauUipQxFTgKulMJqTfI+04ERiooSwQdchGSyMkKuL0QGN4FaRTSRLiZ63z12vwCZ/BIGDhYzmrqa7pcQc9w5+JzrZ5tMG2+swihL17X5PtaaJNDUFi2GwQceXZzRdT1KQW01SgyDj1xtezZdz3K5QIi06yvS4LFKU1UVIXi6vp8KI2qtmTc1y1nN0LcYFRFl6X3OHfIhst10zGcDm86x6T22U4Tg2bY97gYsPn95hvrkP+Zgc8Zw8iKurlhUluCFtndst+ekzSn3t+d88Suv8Pt++EM8vwiogyNCM6PTC4LUEHOoJKGyaPOu5yehZSjemyR5WwTfB1Lv85hoDMkP9C99heXqEBUHhvYR/fZNelVx96lneGr+Anc+9iwXb1zxwskhP3wr8U+++oC/9U+/zOc//jG+d3WLanlMqhd48+730vu6y9YOfuF1TW0V85lQVfmGTZKodKSpA1WVDag8snxG4YLNRkvhOBRHyRjzIHtGUxhIwxVffuB4tO7xPsecTl75LIvNA9ziiC9tZnz4Ix/LkjNxYt5SaPUEhIjKrJaYiMgEWlkIsgCBaFARitl+E2UAkbyq2J8od3TxMZdifE/tWS9k33J5thsukzbxtH/GLh03l8l7VC6WAkCidP6bwIsMRnlHTMSNYsGl6XPvAFAik6jsY/ULlCyHOPXDLo5Yst1Typ+RUesuFf94mvBi7LtI8UDEHVEmMSLUCDAxr57LY3a57MWiiuhpKmoRkxhspOSQkPOhysElpl1ZkjGHjnSz1bAITx2s8AeZZq5VZupVJnsiEsKmD6zbSyqrOTpYslrUiApZb84oklhkCHRDLodRWYO1loDQe4/LK0J0KQOxGRx9TLRBYU0pTpmEkCKD91gih03FsrFobUgi+Ag+SvltAl0fkJhHrFYZHK0BW2kaY1gkkFX9+B0D1FXFB154hr7tCUUdw/lA27a4IZcG6WNi2/W43rGsKw6OZqysJiTPIIp11/LgdE3b9vQu4lwkhlwuYmY1VaVZLBYsV4cE2eBCjnet24Ht1YZKa+oqxwfzgi4L9QY/sG03zKxlOW+wRlhvWtq2ZbvdoLXm6WfvEkPkldffQMTgvC+Cu+kalf/9Nt9t0UnTNAlOv4z/hTfYvvJpFt/2L3B8cItG1sw4o76z4IuvLfmV1zd88L/3/YSjpwn1Ao8pU0EozotRbuhtLDq5bkmlCOIDqd9CGFB1DfWCUGyNhCdsL2C7BRFuP3NMvz3n8nzO7WGDuCvozpiFC377tz7Dd33wBbQaCPdfRx0cY09uEdM3CaC2XvjkqWJeKWbnHWp7BqsTVscnnL/2Fe7cucP85ClsEbiUfotszpDDO9j5HC3lxpDCXhoTB0VQJJqHb7DafJWHwwfpsTlOQqJWjvNnvp2Lg2d5wYfCgk6ZNp0ixjDlI4gSVCxum/JPIbmUgVaIjogxiHaI14j2GH8zGRIYE1JH99nogcr+bB9ioTBLpuEbwZidpBEwgUycIvHjdhhjLxm0Ugl47rPyZAJaUZpUcrKYrKwd2IwxCwqrSMaD7H1uop5e8zE+RksJiS6zK1PIjMA9NfMsQZSPlD8fpphjBo6cvwFjuXY/AVCKWSONGCZgmwCqsDsT+fuRUUWCDGqFBBFjLi8BBfjSqGTNlLw9KlunlPOJYizJvjdYDSuBqpQCCVEYQqIPkfONY9sNtM4RBOqm4vj4iMoqhqGHoAlVtn5cSOA8KUW8UgyDI3Q9QkmdSBCCzz5+pajnS4zWDEPHenNB6Ds0mVAgpmJWVTgLURm0KXWTopT+ygmifd/j+gEBrDFYo9A6J2fWlWFmFY26mZKED5GrrUMpS9SJtm3ZbDb0/ZAXgQI+DtRWczBvaIwlhBxLGqJn67PbsZnNuHV4WGpbaUKMtG3H+vKKt956lVdffZnl6qjI/0S00QTv2W43bGLi8GCJN5qu6wkhUFeWeW3RVmMqQzOf5bEnOf9yGAZSgtlsBtpgq4YHD0+52rQcHh7SVFmY9rHHTEpY56EbqIaIdA/p1v+ER6+/RnzmWzh65jaqu88wNJyenvLqxYbf+ruf4eTgaTozJ4ohk8scxKyxnkrJkjxHsrvX00hDKhqVIZKGLZYBW61IuiHgoVnQ+g7TXWFQfOTH/yDcusUX/sHfQZ1f0p2fYmaW1FbUqyNECR86aHDbnvb0LcKbx1T1U6TD2bte9/skSQipWhCbCtXe59B4LheHpHqGPXqawRhmzSK7mxTM/BVyeEQ/X6FmTV4Zy+gmyRZUptvm0F3lT7hsFpxURc8rZVfCKryMefEHOFBVnvSEaUZRZMYMjMoQZeLaU7Ye/1KM+OAJIeAGh/NZxdi5rLn1F//mT76/UbPrGETl/I9rHrUiczJSl2NMROcm+ZWqqiaQClOQcgQrtRswo56YTIfbA6CRM68KczJbUKhdvGmKX+2BWM7QLZbBnmxP2gc2xiDq47WUEmEYYASS0aopIJv2LUIyuIzluVOMBaDy51MsUj0xkkKp91QUwBMl/lQEZ1NGGFIaBWrLWjHuaOMh5liHDzuLnhGcprLvRTMsFuBCCDEDt7WP3y8uRB5se4IYXMzCrP0w0HYDg/MopVnNLAtjqQFDwmgLKTL0HiSgtaGpK3yK2XUkgjEVWiuaqkLHRN/1bL3HOUcbeipraIzh+OSQRXOHxuRx1aec2xNC4KLtGdZbgOzqsoZ5VdNUNXq1AMJ0z0qxbHOJi5zQe6O0BGBwjpdfv5e9ISFQ1VWOeSyW1EaDSnS9Yr1p2WxaSFu887hSdr2paubzhtrWzOczlMDl1SWXl5fEGLGV4oMfeJ5h6PEul7ZXSlFVFu8dd28dEWOOa2/bls32jKurKw5WK05OPsDBck5dZbKKcx6XNGdXGx48OiOlxGJ1wMntE0KC+XKOapqcb2mzGO/jNkkJv2mxzhO9oTo4YnHniGdvv8ClJOZ6y50PPcWVnVF9+g0+8/oFP/+F1/jdH/sOBjMnlQKL03xR1nLjKI574JSmp3mjc57kOqzrET8jblucb6mXB2zEMrt1wtPf+/089WO/gze/9DVMfUhyQrrqUbeP6XUHagZaSCrh4ga/7tBv1sTlCXrWvOt1vz+ASoHV3bssZjULt+Sp8IjZMx/FGM3B0QHa9xzcfTpTZyUx7ypMM8NVC3S/Zn7xOqmq4fguzsyKRVWQWhJVEzlQkdWyqA2lLCkYtl/m9t1jzPIQTDX6eaa4RUrFx1d8fqkoTKSUSzenUkUzeJ/FNn3AuQxQfhgY3EC8gfmdA9F6N9cKUEpa5HwOQ4wBH31ZmWbK5uBdoaeXYO3k4sr0WWMtSpWy2qKmYnQAO3koJutpdPGpKadsl/Sc4yylxMMIYPukDCmORRlBaXzvBiZUiqSuy48hJwxmyzYV4kw+t6nPJhmqEvhOvgDTzvJKIRJ8JIYcj0heGI0nkt7Fs4qVtE8zH6WtQsqg4EOu3DpaCGmynvJnA0yvU8pJoaHQKk31+DGomBKX2y39KHJaxu3CWp4+PmIxn7OsayprS5+NJdApJS5yorlPEdfnnKBu60gJVssl1IrOd/S+Z2YNR8s51uQVtC9lzS/WgUch5dpTyaFR1KamqRuqqsn3TcoLt23f4aPP1Xa1IaTs8TAjTb4scBIal25WD8oYzWoxY73e0g0Dfdsxm80QhMvg6PoOtMXUM87XA84FvMuLH6Oga68Yug63mON8YDarEVMxXx0QvGO73TJEj1KW+bLiYHWAFvCuy0rpMbJZb+h8LmRYWcNmewjAetuyKePZecfgA+urNZfna6JkFubgPI8enTI4x2azpg+R46MjrDU7V/1jtETCGeHOUycYn2gOD1DHx7RKcTTT1IcaWS05vvs8/8a/+f387//C3+Cnf/bn+bHf83sJVYVPuS6VpAopPIDM2VJfdxyKVTmebnARBodv15gEst3ihw1VNcccPE19ZLn1Pd9H0IE5Lcq7XL34YsA8MyP5Ad91VItFTq2oNfGqpX/wVZg31ItvkosP2zBbLqiaGh0r6vUZw2yGNhplhGrrsXUzydInnahMJFYN1foBFR55+CbD4W20MbQ/81eI8yWdnXH0XT9E3TRUdAx1rtaY+p409GAa1l/9PObuh1i98CKgGcU1MxhFkmvxlw+J1ZxqscgVVuNonQhKRWJOeSkEt5AneaVJopEbpW9kgNolhgKjtYjOq18ShizB1A8dbdvSdi1KaeazeUkGzC7BHLUR0JaqiL+m0UW3JxM15kONk5cqzL1Y4i4wxpNKiery/SkGt+cqHGNUeZ+F5TN9/zFbTIRtB7FUdw07/cO0h4H7h4jFpRRiLFZOccsV48sHCEGIHrxXDC4R4y5RNzPv8oQfRy29EjeaXHQpM8QGn2ncPub+ToUpmEYAK+cwYt5YI0lEsPXjs0ec95xfbalnc4y1RO8QCUTnuTy/4OLsHKUCSrLAqWiDsTWVMdRGYSW7PzuX2WwKhTEVTd0Q2g1eRyqrmB3MsUpjjaIu9ZtcsHQu4cmuLwMYHJZc8p2UsgyYH4hlMSXFhZxziUy2CESoK52LF6qsam6UJqT+8ccLuWzN8dEhoLCmYhQ+7tqWzdbz8NE5AHVV57HsA01VY+0MSTBrFqxWc2a1xQ0964tz2nbLW/cf4SIcHp2QJNG1a4auw6g3aYxmOa+KyC5Ya2mqCqUczuWY7eA8Z49O8SHSdR3aGo5u3SHqmiEk2m2LAI/MKbOmzlWARVARLk7P6K2eLPnHaiI0zz7D4dOH3Pvsp1FqQ22hWtXI8hg5voM5eRG9fIo7B3f4k//Wv85//BP/BfcenHH0wgGRsTCoQUVBybC37/JYvDejULRAFsbtHal3xM0Wtd4SXMfQXlH3A84scZIt/DRcUdseYwfCVcvVowccmW9h0/WYJCgiiohuZjCb408fsf3aZ9HfLJKENgZdVbk4n1GF2ZJjGlY1mG0iST4NJUKyNYZ1ZtE1C4KcEB+9RZ8syXmC72hufZjWBb72yqt817NH4PscwIuBB2/cR23OOZ4fM5Nz/O3nCCgkeNJrX8A8/zGCKFIS+pc+x8VnP8H2he/lhe/5/qmsg8ITy6Q+5galkPYmZEFpc6MchQwomQwyesjGONJUdVMJVkCbiiiKtndArtujdIU2TY7LSC67pk2D1jVKW0TtZJQmtx1jbGVXIiClmMtea42taqqqxthc9ZJCzhgtsX2CRQbS8ZTVDjEmC+zxWgywXZeQUBBcgBCye02KG1jJ+LsUKyXEAkQqB+nDqIIuOWXAJ7xPOcXASZ5sQ7aWykkDqugxMilAQLa0skJ4wsWEC0IIiiFGQszjaLQefUqlEF2a6LiJLOgqAnXz+MCtlCXpOS4aKl0zr2fYIqCplEIbhdZh0mxEG0Tl4nBaEo2WXFlW5YWHFoXRhsrYnLyrijs0pZIIni3wlGIpFZ+tUDc4UhSCCNEoaCqqxjBfLZineb5PXCC4RJoS0BPWaqrKEJyn6wZAMDpS2wT2ZlJH267nc7/+CtZWuMHRdVuMVqxWC5pFxfOLZxjajnnToHVWwvYhoEWjEOyspmqarDJuNJUxzJsZwcPFumO76fHJUVmLrTUpeFyKnF5cQciF/RTCMPQMhVYvSjOExMHhLdabLeeXG9y2xwWFkURtDWaxwA8DSgTnPFoMxwcrvMteA2vUNeLT+22C0BzeAVth6gqNJ/mOqBX10W3M0x9E336RODthUy84eHbOf/Af/2nEzkloUszST2N9tGm/eyGA3bFyOCCGiG+3hM0VYbtF2ha6jmF9RmVgdbDkYTVDQovERPAtYdhgSgLzentFUJEgFUYLqrHIzBKjhcNE1fb0Dx6x/dy7F7l8fy6+0UEpQgqOs6+9xPGtFxhufwDRBinlhWeXD+ikwqoAS0NEZRbJ534Ouz2n/egPk6ww/9C3IR//Ie5Ex0m3JTx4iVglYpk8D555HntZs3n5iwz3H6CXLzP/8EcJ3qNe+lXk7geIdo4g2Nry3Aefo//4tyLG5oB6e8X8rV9ke/cHiVLlSTFmQFU6B8j1WJ75RrHdkSJe6gbt+HyMICWS6a9CxFphsRTqelnqOjVFmVzlujwx5XLbtsoZ3UrvqU1kUHLO4UNe5eYjJrwbGJwDJTSjxH7KsQnReeKmJA5TJE92JsyOJLFz991MmsUFuHemiFFlMVSfcD5bL2VRnksbFP3AXO8oEmJ2vbmi8D0WZ/RR4UMul+6CMLj8mTDGGLPRWggRqrjq1MT0S2RwzNYRpbonWWA1pGmRkuNPEIvmXaKwRcn7A6G+gSfLB8+23dLUFcEk6mbG0bym0YXSHhPGVBjJhfdEK0IR2kxKEYNnu91y2QW63mVh0xQxStPUFU2d60tVxlAZkz0ckkvHG50p1EYSVQioUtbdecd6s4Y2J+4qEaxSzKxlVme+udJZHzAmj3dDVqcIDtCYeobTir69STJqXqRcrnsiHXVlMXUuR9LMFswbobGa7bYDFLqq6Z1jvbmi7wfmdUNd50VZLGNnVtcslophe8XV6X1S70goLs8988Wc2awmkbh1cofkXGETR1yCi6srttsWZQyVhvVVPs5iNiOSmDcVtVE0B022KgafGYHaYpRQV4aTg4oHb93n6nxDCI8/aFJKDG3P/JkjFk8dQ3fFkBQyP0aeehG58wH61dO01QEbM8NJRXW0JJHoUsKIyort4qEIAWd3Ulmkpr11aUw58bjtGC4u6U5PSes11oecC1dig8YIUmna1tG2W5p6jmxbFrpinTq2V2s2w0A0NX3X5VmneAT0wYo4tNTtlqt7L7/rdb8/CyqFbCG0W1797C8TPv1JvmV9zsl3/TB+eQf3xlewF+dc/NJPcXW1ppnX2D/0x5Dnn8ElxStXhtt6xlEV6dpT0uUD4ltfo/vbfxF38gHO2jNe/F1/iKQMIjkrnn6D+8d/lfnTJ5x94iuo+R+iq26RXv88s0cvMtz6LlK1RN39COEzP0v10Q6vFKDxWB4+8viHv0y1mKOe/RiialTK9Fvv/URSuFloF0amXbo20Y8kBkUqhQsTCaMNq2qsGmoQnQVkBcGOMkNjIq9S1+JFQsokEImIFI3BCV8KAUJyoTmlDVLAPrfxKmVCiH0mYDY03gZaN1j1DR5ePc1kgxBVAZ2c50MprJYPNcYSM3iFmAg+4WIgjrTwlEqqgCIkwSed0wjCLg4Zp/IghXVX6ORhjEmV98MUh4JQ4ks+RUIKeySKUZswg3TOw9GI5JpcLtwg4C2gVRY8jUHRD4oLAlclVlaZijmKRW3QNicHZ8ZfdlEaU1GtGmZz6J3LiuglVpfZdBqTim5cSqw3Gy4u1/TOY7RmMZsxb2q0EgbnOLu8ZLPekkIet1VVMWsqDg6X3L59zNFBQ0VgcJ62C5k8khSbtmfTthhbs0CjbUINNwMo7x2b9Rkiin6bdRJXywUqJqxaIDHR2BqQnGTfdqw3js2m4/6wpjYPOVjOaCrDotKYWtEoy4tPLVmZp/iVT36as9MrEAP9En1wwOpwhYoeYzVd17HdbGl9oG171ptNKb3hJzKVCz4n8EZH3dSYxtDUNTNrWW9brjZruhi5jJ5Lk3+T2yeHNyJJAHjXErRDVRUpzNgEja0O4eA54uqDSHXCoA1OFF5MVguXUNh4uTKxUiPTdVw4M937uzs9EtxAf3HJ+t49unsPsH6bvR0eQlK0ztM4h7GW4dLh+g1Nr2iv1iSJ+Bix3QDrC6q65vJhh10LtVKYuaCWBs+Cyq/Q919712t+n0oSgnv9a3z6536KX/jkJ/jRF47ZfsVw8mBNffAUy7jl9PyM5tHniRf3+EcXluPNij/w289ID96gu/cApa/gp/8Ki8/+fbbPfpTq8z9L+tpneFoe8eD7fh+ni2eoS/aMW29Jr36NWy++gOrOeP7ZQ/zn/h7p+e/nrNd85Wd+EfehDc999DvQ64cMtz4En/xF+I4fYpku2NQnvPEocP5rv8ThrRUf/50N/fJjU8xBlCY6XwgVjzlqoLgKx1UJO5fSJBabGXZjAq+M23LgaBfnkb3njLGsEeT2P6PRaETnWN1UMp5SVkKVxGBdLK+RFPE2MsUOqGTnzisxq4kocYPmIjzoTCEwfD1RYQSelMY6TSMpQcpnzPR+KhbQJMiURtfq7jEWF13c+04WQi3HDFwnQ1CsqmIllWy84gaR6TlQ4lMFuNK+YuBjtARWVFbojpGudwzO54UMUNmcatyGgA+Ovutxncvl2bVGWYOussJBirkIX+c81lgOVnNiJaxqw2xWIWKprWU1m+NDpvE3lcYIdH1HSJ6jxYLj1SHaZsmfFHM6iDaGzdYRwpbG5jIWo37f4AJt73AhodzAdvAQB8zVxU16Bqs1L9y9Q13XxCRFnigrOwxdx+HxKsff+p6UIquZxciM48ZitaGubVbGCAEroCRw//Qy63EGePEDH+Tk1iXrqw0PHjzilXuvo6ua49u3qWYzdJUXjEYZrBEWM0v0CiV19maIousHrq6ukJhJJ8yyuC3BM7cKKs1stgSlWG/WaGsBuVHJ9+yJEaLU9GqOi/DaVeREL1hWx2CPEFuXMEDKivYlZUWLgEqkEnqB0W0NY6WBvDzOizjneoaLc7rX32Tz8kv4zRZmM8RorLKEpOm6QNARn7Iyud961EEmQPnWEboWO7eEB+ek5oSri0uaEHFNhRwYVKXR8waZ18y+AeHofQFUCIHXf+ov8fkvfZ4fv73gj37PbT771gWfeOktvus75/zg9zzFF37+Szy/XPPhFyp+OJ7wE7/89/k7X/oFPrbMiYTD8oBHv/Ypnrn3JZw/4AN3HPH201x8/LfTfN/vxpFjAm694a1P/GNml484SQr76CHdrKJZKtLrX8RLw+aLv84z529y/9VXGN78CgeXb+KuIg+/+hr1oy9z96MfYXtvw0M9p7v/kOfPt1wwZPeYc3R9jx+GstK82coPyTGOCWRkjBntudMmmfsCUlMu0l6hQrguBSV7IAKTyrYU4sUO23Zkid055AlPSgxCsgggo6DsKK80JQiP7r1xp7uiXI/VEkIXMnCONZ5SAaCcXyTFskmTGy0WQsNYgfd6oUIp+x3BLW+a9o1MjLtSGmeKHQWKokQawSxNj/lSyx2b71p2moHf/BZJXLQbZk0DWhNdQCuFNdkFN/Se1y42bLuWQL4g33VohNpaqqbBxSz1Y2yOT2oiLoC/PGVjDQ+NppnPmTdzWpevv6kMw3bN+mpN2/X44KkrzWq15OjgkOVynmV9kFJG3rO9uKRvt2gjLJoZd05OWM1mtNuWWgvaGtBZzX8VAy/98k/fqG+Mtdy5fYLWmq7vidEzm9XEkGnzr71+xWoxp25qSHnSf/DWA96691bO0ZIcDdYlRQUSxhhECavlkoPFguXqCIWiqZuS7J2tU0TRD0MGoLZDKcVyuWC1WmY3dCEQBO9ZLRf5HkqBs/UZlVYYlWWi7KLCJc/po1MuLjdU1jKf1Tdb7wlsN1vWquZq+Tzb6IjLBf3hCxhp0FGQwrwLpFwXr6DQbhTnWPzoJRAKy5VQmLPQ9x2b0wd0b7zG+a9/gf7h61S2xlZ3oJ4TdUPwkeAdXRRQM4agcL1HokLriqH3ZX4S+qsN1a3nGfoWagPDFgk1YQAVTJbGWh4Cr77zeHhfnbS95PzR6/zWDz/N9z415/7qw1w+9518/COnvOAfsH71VWZf/DXUoiMY4c7x0/zYD/4I/v5r3FkuqJcnNG/8MkbD5577Tp49eZb08RfQmwsefuuPE9eJmBykyPaN+5iDI7ph4PS1ltVlT9+vqJd32d5+Ef3WOcPD10gXLW+8eU7sNszDA96QFf/gF/4J3/2RF7h6+Zyj3/E/4luaBYv2AduDwxJ4T5n9lSS7n9I4yT1+yxlZk1obFGo4onNu0SgzNInmFmbdnpL5hBPX9jxaOPn5lDwrJcalRiJ5YfGVkh4jAUJN1tcIYKrgZZqss+vA+E7W3OP2CbiUrRLguiUkBYgoIFKYfdmSGuNgu38jAXbcx06Pgh2gUfLNUrxmIcVCkMip4Xs4tAd6IzVyXIGma+8JbxekvclsoxBqXZF8YnvVkmJES0KLkJyj7XtaBFtVrJZL7pzcYl5X9Ns2x+pIDM7hNy1+0+UhUlmObh1z6+SEELMbSpTCJYVLAz5G+nWLHxwxQV1X2GhQtsKbOd7M6KKmTopmVmMlkLzn1qKh0k8BHhc8icCAJ9WWbe9YP7rEaEtd17gUuLpsH7tfcq8KKSouN9uSiA2b9QZEqJuaulnRuoCLA8Pg6QZHszjk6DZU1vDi83d5dO8NHty7x6Jp0FZNJYC8j2yH7BK1qxNqybqI3uU4nut7+kuH6JrlwuZYndUYndXLN8XdF0OOAQ99izGapq6JIaJsxXxR0RVG3/HRLWy9wAfPqGn+2GNGK/CBNDug+vC30G4qZs0t3J1n2UiDHXxWPClWeCJbRjtvQpzYv0C5CQq3NQYkgu8clw8fcf761zj/ymcI975GTY9ZHZHcAaglmDkiFQSfUwqkZQiKMHjikHBdZBgctp7jfaI9vWD5rRWVqVHOE7cbho2BkDIj1C5pnvkY8Nl3vO73F4NaHfOxf+nf4Y57iH3xY2xnhzyzPEK/9Sq//JN/ieriHs88/33423OGNz/L3R/5bXzrt/9heOVzPPqZv0p/74t89Nu/jTs/+uMsqo+xvtqyXXn4/Cc4OFwxGDuVRj+ev0hveobXPku0GrE1jx4+JH3pS7zwRz4G3/b93P34j/Dm5z+Fv9rSrO/xRndC80O/i985O+LD3/otRJVvwNRv6IYlPkQWRtObnDSXgiY2muAt/XCDACaSfdrZgUR272WKOaOgZRpVhBWCJqGIqby3p/S+22f+f7RuJO1iW/s6fDKJ046qEKMbD67lSo2xtvG12jt39qwmtT8pq5vcUxkQCv0+GyMj2EAsfRWnbaOWuipJg7vY0vV/+VxHQBuz4WNR7c7AJNdcfyMoxukYo1Cmms5AUgbN3XpTMTn6xlXoSDWU3e/yOC0Ez+Wjh5iqQdsKACFilFAZxcHxAbfqBpTgvOdqe0HvLAeLBQeLJW27pe9aVG1ZzBsInn4YeHR+xsY7mvkCrQ21ESqTOFrUJKXZ9p5Oa5IxBDdkRXQxNFWFrSxX7Zazi575bEZjTU4oT4Ha1izmM4yu6PuBy7NT1u02FwGUrADftorWR06+4wcfu18Atu2WL3/1K9w6PuboYMXqYIncPibGxFXneP21Nzl/eB+VIraqEWOxzYyE8PD8FEmRq9MHvPHKqyhJHB4e8PwLz7M6WLHZdgze0Q6JdddB8lQaSJGLszPOHj3CDTlul+PCo95jRAmsViuWyyXLxYLVcomUagqnZ+c8evSIEAIHBysaW9TkSRAS0ZV54QYGuTYGhh6jDMtnX6SPx3hzxNbMGKTBDglV/NH5Vk/ElAUBYgGoVLwDjAvFkk8qQOx61g9PuffrX+belz5LOn+dE+vRdbascjJ0QJmaZBVRm1zyQxl80viuZ7jqWF9s6Lqema6QkNicnvGcJKrlLYahQ5wQ1x2VblCmgdXTpNkS+P++43W/L4AafOTKCUafkE7X6CbhB0E7ofnoD3H32edIzYKoAxscr925S6dmhPoY+wO/m/bNl9l8/CMMJz9AaAfUqmHd30P6SDy7xMwWbEKEqwviP/27VKevM/cXNI1CTo54I9zi1vd+N5fVLarLU/yHvpvq6e+g+eqXke4KvX3I4pmP4OfHnHeK6HtIW9puQMglO5jPMaIISRGCsL5subraEG7AWBtjEqKK3JHagcOkzFCyACj1WBSjzt0+vbnsr/w/SSe9PR61F7+6BjoTcKkilb9z/cGeivzkF2Tn4pusp5EMux9Pe/w2VkjejxuN1kksrrnJVkojGO/FmvY9b9MJjcBFZnxO+x7/jcm7aefuKzcmRadxzI3av8DxbHJ3jv5D9vqGydq8iXVZWcOHPvgCrjAIldXMZjmwH/2Qg9ghstms2Zye0XUDWikeVBXz+ZymnrE6OGC5XKK0Ytu16MFTVXWO3cQs8BpTIoXAJgR6Hxn6gXldUTcW1WRKujGGwSfeev11XPCAcKEumc/miCiGGKjrntsxMJ/NcMOATnA0m1MdNzjvS+lzh9tuWHc3IwKIqMzAjMJmO2B9KhV7stDv8dEBoV3TbtYsZw2mnpFQuUKwLLl3/z79Zs3q+ARC5HyzxpytGcyc3kcenm5xrcdqDXhWi4amtqwOj1mtDnD9gBJF37ecn59lyypGvM/J/sPgiZFcgLCUcTfW0sznDIPL9fCMIYpgjeJ4MafrWrbb7c3KbSghDh1xc4mtLUHmDHZJLw0KzTCAjjnNRZNdfUl2yephTHhnjPVmfcLRbTlsWk7vv8XZG6+ih5Y7zzzL0cEsq8EHg5gFLiZS16J1XhRH76b7tr24JN66xWa9zfXYSqFShoEYHG55zOnlwCJEZm3EzCp8vSA0t7hUJ+962e+PZq4NcvwUVzGwPb/P8uyCyiWkmTF/6gP4oWPoTtFasIuale8ItsHf/RDx9geon/kWWjPgHjygMzOsNVhJJGOQ+RxsTfdrn0N95dc4DB3NrEbOWurDO2w/+KOo5luRoyWxMnRf+xTdegumprn7AqSA2d6FxQF6cYgoaFTEOU9VpVy/RVIOomqhItH3Hcla9GyOH26SYCj4kIUaVIk7pclqyaA1JsyOFS0jClKWvk8IxJILxDgf7gHmnstuon9P1PA9OvgIWmOlXUbLSPbAJk0CsTK6DEdg2iNo7DgSN3XzpbJo27OBJLvxZMSM8aiy842T2Du3nfWEjGB0nXm5q2a17/qT6Xhlqb8zqUqXZGq6kHUj8udS2osDFheJiEwgOJ3sYzYRoeu2hJjofaCuZ7TOkSrDYj6jrhq0NayWS+4+fZcYc15WTImqqrOagx/YthcEAYdB1U2WLOoDtVYcNA0pDmzWa5LJ1GtBWCzmpBSpqpp2s8F5z6ZzdG2XtSK1YegHqqrBGM36akN7Fbl883Xari3SQFkqazZf0m5bSCA6olTEb2+mxVfXNbfv3OH8/JxHwymiFE1T0TQNtdUsa8XhB59lVtksWeZzBYPL9RW923L7cMXszi0IkYuLS46fukO9XHHRBR6cXfHmG6cs8BzMa1bLOVolvOuIvic6h5CwpqKaNxwsn8safn1P3zvW6zUPHjwAwFqTBWWL+/DwaJnZpyEzbKMIPgZi8Cwaw2p+XNQ8HnfMKGIYaM8esAwBaouYXKY+KVOYwkJSWVYsRJncfeMckaXm8v5UpIz4HH8TpVmuZlQvPM3s2VusDpZUByt0XRGH7P4bNuf4y0ekbZfvteCRvkNioL3a4PuObnAkZQgxUVW6KJc4wuEJjzrHpffMNgNLXWOxKDOnXxy963W/rx5TRjM/WDGvDOr4kEYizaxG1zXxzh3mKqErS22ExmjaEDEYVhri6y/Tv/yrqErTzCvqD3ycdrtBK4/RkcFtufrJv4j61CfQswMeSeDO8ZLnP/I8m8URvPDt3Jo/n4vupoRPmuWtI6RecKiF4ANWZUplKLLXikgVPab3BCqULhNiihA9dWXg6AAznxHd8I0v/p/RkujM+FKjZTS6yHb5RiIjQGUGXUwlgbh8WkoF23FizvPq+N19BuAemKSxnEX5TpIy/+4sp5E4AeOBdqaRTO7IPXCCiSxw0zZO7NN5MILCDpymKsJpLOM+AoFMYDOC3Lhtcrddg6n9A+yuZt8nvwOm0R1SSgyI7O+h/C5pR57gbZbVDVoCqlkNoqh8RCtD13Vcdi1XF1fM5vPM0rMVSoSu7+mcw8dAcJ5h2+W8JhWICdpuoBs8tp6xWq04WM4wgOs71us1iFDVMyI5XvLUnWOORGWryg0YBc/cvoW1Fdu2o/MBlDAEx3y+4Gi1YrO+4vyNN+hdjxCw1jBXmoOjI4zWKBKrg+WN+0Yp4fjWIfPFjMH5bKEVVXpjFItZRaWF2mjatsWHHpUiTaHXL2cGqyBKQBaW7eDZXpzRB6EymrtPPc1JnVhYoaoMRgu11VgFrm8hOFLwpVxJFqC2WmPmmeS1XK2y6zMEJHkUidpabGVJMdEP/ZTPd3F+SWcCi/kslza5gcCwlMXV9vyMpRh0tciVhMUiukZpTZKAEJCQSCEvVMdFmNWmSHbKZDVlMeW8WAxWkOZZzMmKhoTYGt/MQGskQug6qvMZa7emO39E7Huid8zICeHtps+iu7MZ88NbuG6NqWoG7xi2LWb+PK3t6Els3Jazi4HGbbljO+bLd1/UvD+AEmFeV6yHwK3FIitEVCaXCqjA1iZbRTrPAmZwpFe+xvDaSyzXpyyjQ/kOefBVFpuvcXqvRf2eP4S//wbbv/+XOf/aF+iSokqWxfwQ2xiuWPLWm5eI/jLt9ssYv2b1gefoLi5Y1hZf1zlg6SEZPa6ZiSHhXCLF/JgT7IvUTnS4wdFUlJIMAaVvcmMJo3RQngz3yBB7DL3xdXZBFRLDnnoB00Q+ut1G4CguuhJUSaS9yT5M3xElSMpRrsn9FyXHVkZ3X5lARt29fNwCZmn/M6koid+sTZbOPqCMYFNosGkClIxaO+tl1y2TpfNemHVvN80YNQaZtu9AcfpEWRhMUbm975ZRNVlSO0B7nJZiyhVWQ6DtOi4vr8pkHDDGMlssqJoZtbHMqoq6ssxMxeAH7LJmdftOFm9VOtcsWq8ZXJddmcZg6hplKhYccve551EiDD7ifBZ6PVjMqI0gtQYfaSrLya0D6mbG+eUVXG0ZQmC5WmFtzWa7pY0RM58TRVgt5tw6PGBWVzjn0DrnFT51cgelblhRN+W+GZzPCZ3GMrQt/TDgQi78V2moK8PQOwaftctmiyNOmgXiOwyJ0Le4rmdeWyqEhTJEVWeZLLfl8uIM1Qqzpob5jKTg7NEFoW9Zzhu0ySVHgkDX9/SDZ/A5FcCU97pSlt5Hh+59ZtD5wOV6w3rboURY3D7E1DO2bccN5D6zHFtUWcjXzNDzFY3RjAJColSu45WEVNRIRoIEKeakeJG3aScKxIRCkWpNWFYod4COiaR0rrygM9HK9R2iHPXZIe2bb9K1Lc5tEStFqd2D0cyOjjB94PJBT9KWmLLcmT2sGGgxStCiCZ2jdmuaORzemr/rdb+/goU55seqqWgqQ21zfk09lqIWYQg523x47dc5/0d/Dfn8L1IfPsXaWsQ0QODppw9Y2IFVf8b6p/7f2IenHP+r/wncP+fik7+IffQahzKgjw4wB7DYrrlYD6izB1SbV7lz1+EPFmxSzbB11JWmqjO7SZGyb1QU6z5iyoAKRXHBO4eSLHez2ebS18EXxe0btBilgFxWMJA4sugKACUp83EOxIxaqdN7AiKp/GUwG4Odsg9W+0v8PStHptVRIhpQet802zOasoz8ZKlN9PYR8PbAYWdJ3aCJTDsZ3Q0TKiRhFL9N5fm+q+46y66A5jucz7hpUntnsgN35Ix3uQ55W3HIPVjafUd25z8C5U1ka1KMuKsWpRUzU1GfnOBDRBkL2mQ3nrUoErOqpm4qkMTFpae9umD76EF2D5ucm6ON4uhgxcnJSZYI8iEn76bIo/v3iwxXtiBmizmDD0QRTNVwZ3WIIrLpckG9g9WMk6NVtgISOBIag98E7LymOj5gNmuwRmdXkgu06zUpQdvlCesmTURYHawYfBaB9SGA1NhKE2JgKO6rro8oZZGqQovGJQCDMnOCwLb1DFLjvUNZDUlQKdK7gSFE6sNbVNrQt1seXm4IfUt3dYWEgSRQNw2Dc1xcrRFt0bamMYY45YgpRNlS5sfjihSNaIuarUgxyyM9uBo4XTuMMdxkvZdK6GC42pJQmFmDKHLl8JgJPnoUnRaT74XoM1mXbOFqNaqEqDLPlOmguAOd1KQigJmtrlj8PRqJGtU0hKMjZLkibNYkNaMXTyVCII+Xej6nOghsLx6SFBjRMAxYo4iuJfYB1W1IVw8I7owQHiAH7y6P9T6dokWHrBJqnXNITLlYazMDr7bCxVv3ufzCZ+mOXsB8xNO/9BmCqjl6bsVKAnPb88aXH+Iu1xw++jLuIz/M6z/9d2jfeBmZrbD1jM16jdx/jaPjp4iP7tNdNsyt5tYHnuL+hcd9z++gjSab/kmIQaayGutNdodEnzica9ohq2KrFLm46pHkiT4Dk3cD3XZLvIEMSUzQ+VyHSsnOYprccbCLC42JuWosUUAGEDXWa8qrcyWZ/7eLIRVNP/YYZHHnwlIF4JQWJCTEZEskG7M7Gns0+Tw0o4oDk3UxegpzHCgxHvGb1SYhyjEel5kMuz8oKDBaW9l9MALHqCO2+/guDjXVsJLde5CmooiTs1B2h0GY6k0xAtl4ClD6PF3rhfEatHr8fjHG0CyXrNttloDRkgVKZzXW1lhbITEy9F0uUGizUvaqqgm6ZRt7EpHGaJpmhq0sytRcXG1QKgOfCPTOZ0UB5zECVZNdQdtuoLu4xFjL07dPuLWcM2tqtESsEbROoAy9j7ghl7JIwZUikAENGMk1qqLPJVBiiKRQo9WNVJcJMdH2nqHLibhaKWZWk6yGMucgOpMWnGdoW5JyHKyWpGSI3mX5r3qGUZbGWPqhx3lflBASMRq63nE1rOm3GyQ6ag31/AAjiXXXErVCmzlD7Lhab7B2yHqHWmWiSW1J2kACNwwgKgN6Kf9+MF8SU0InssJxCiWZ/vFaQuNQzILHMGB0ImJRWjMqQuRFah7FURIqCaZ4VCa9y3Jr5VB1ERgwGahsGpnA4JVCxT4LGvQ9s4sHqM0pRgX6kxXRdSQzx6iEf/lTiApgaowd6KPDBwcM4B1ue4mNW2R9RtgMhPaCdPUWcf0mDzc1y4ODd73u921B9SHgWmEIudT0QiJDFNLgmFWakDT66CkOfusfZBkTM/G0919h+/KXkTc/h3r4Mq+/4WB7SRO3XM1u8Uo3J772OtUrn0JtLwm3nufWsy9y65lDXnvU8cbrF5jjh9iPfpx7L3wX6dlvYRsNrvc01nC27tGSq4NKDKyHzLaxCnwy3L/MgbxaJdbtkKtzthtSDPR9z3p9xbx6fPZRTLAesq6cGq0VEkqNIJABRhXLJQul5qKOo09YFbq42o83lcGS9zb5opjyfsZie+TvKQUqxCzgGyBJdkFo2ZEeUgBKKtR4rEk0FiYLbzrezb1877m9/VDXwOKdPj/leOzYfkzet8kH+h6PvnNtTr7FvS3XPnkD9x7A4D1tSlDPUcrghp5+3XF11YLSzBdZkXuxmHGwWFJbQ/QepQ3H1rI6uUWIWUHa6By/6oOjMXV2S/mA1jmpN8111nj0gc12S0jw9J1jjg6eQoLDO8/l5RW9y7lSPkRC8NRVQ1M1VMaynK1YvbAsOoExuxzrmkofYbVkjbeY8CJvr8/6vtu27fjsF75KM2tKUnpme/qYGXe2qvDRkYAwOCSBksTl6SUpRJpC1Y9JaH0k+R7vHFJEc8XUzA3YuuKtR2suhi0qRELb0VQ1T919itQs+eqrr0KI2LpCzVYMIbLtHa5fs2oaTm4dMXQdw9CjtGbwgaAUrpyvGzyCYCVmvb7qZiK6ILmUjkhZHI0Lp3zfJwUyFu4kYtEYZSZrqeTokitKZ71HT/6elSyu7Mf0CZXJW6SacPYG/RtfI/36f0N87cvMqhlPm4YmGvxTT1M/c5d7py8TO6HHMD884OHnv0DstqASVV0jtYEYcFenhNNH0F6guwvU9oJNnzh//eV3ver3BVA+RL72cM1i1nBrKaTec9blVVels/p06xMzq1lUhm3wvPnWKatHb3L0mZ9GNlfUX/0U65NnODk5on3mO3nr47+D+OBN9Ae+jeYHfhvD/dc5+9qXqSrN/ee+h/bux/HP/zb8/ZcJ3/mjPLjqOekVRyuLGqTQQKH1jq535Hy2HFTtfeKlNy9Yb7ZIitRGuLy4IDhPu15DCqQwcHa+5k3/+BaUT8JpV1h8kyU0Mmey5TIVdRspswVQ9AhWIojK7oPxb0SV/ZybKCMRLV0zPooKC0YLpiiFj8CnASWxMNSLhaZ2oDXNt5N7b+f2uik+7RcM3H+M7Ky2CYQKMH5dblTafXd/v1Ob7tfrIPNOIek0HnfvvKa4nOxAeX+XYw7aN6slgaiEpplzaI9I3jN0LUbn/DhlLbYyJCWcbraEGHL5BqVyKfRS/2iUtEopl4hQ2mA1LOczVvOGRGTTbRkGj2kajo5WhAjbztO1FwzrNW23pQt9UWk3iBhSBCVX1E3NwXLBndu3WDS5YKKxlpQS276n1yXemcaS88JNE96VtqydcN6uS/6RUDUNi8WckDTiE8Y2aKMZ6HH9lpAilbWoKlsAQQnOBQZywUrT1FnCJ0QwFgNYBbPlMe0AEhOLpSb6yMN1jqXM7zxPt92wHQbatqPvOiRFogt4HKr1KK3wWNpth7IWbSoQRfJZhHpmLZUFokcZdeOFzRhLBYrsVUJUym40Acb6dwWAooJkYy4gO4YbxgKdMWGwpKRJ4gg4XNJogYUf8JuO05e/xvZrn+bi5a/QdFcs+w2dP0fHSG0SnH6N+vJDHKaBtg+cPXzIybLi0b03s6XXLNCmZnnrDl98/QHd2Rn+4i1M2JD8gEHovXB1sX3XK35fAOVCwBCwODYtDAFODjPatp2nd56DecMQEhfrLds33+SogVTNOfv9/w7mwcu0r/wa4ZVfQ57/EOc/+Ae5+NyvUp88j33uw9jlHHfng8jdj/PGq1/gavZB+jdOCV5jbn0QGRK+0GK3bVfCG1m1uHcurwq6DdtuQGnNZtNmho5RDENgRuLi0RlaC947Hp1f4VyPjQ7F48egfIT7rVAqIEyT/li0Nk+bcarnpFXJV1CC1rnEwj5w6QmbRhfWzq2XZHRDXc/1USqV8tsKLbsYVwbBQnAf83YlFfcj1/6mlnZJre/dAvn6ltdy+3TwPSr4u8SS0tteX3tvAuWdi3BM2p2+LbvP7g5b5JZKIetc8FJN3xEZS5fsn+d++Cxd66Cdm/LxWgyR09OHaGXQotEpa6dlb1AgJCFpgymxXQGaqmIxX2CMxZqGuraIyufhY8L7kBdmMTH0Pc5qrIaD2iLzBSFZrrqB7eBIKbKsK+7cfTozcoWsko4mjL9XguAdkgKVoZjeQt/3pATOB3znEK2zAO9lS611rup8g5YQlodHKBJD1+KGjtrAwaziqVtHCIl123N5sebq6oqUAqvVCjENZ+eXnJ2f5RywmMtwGG2o6yrHDotmpbI1ojVOL6gPDME7lDHolOi6DucGAkJ1eEKFYPueoWshBiQGVApsfC7iZ7TGVPOyQjTlng05sVZrgmQatxvCjcA7j+kMUN4NDF1PNELSIEaKTmCeQ2KSHB9MMavXoDK7N+bFVgx5PvEqMrrRU1IY7+jfeJmLL32S9Zc+R3/VYlVioRKzwxPms+e5euWLmPUDVrZGZGCxvUdUsOm3MMxY1HOapiZ2Dq8UyzvHJN3wlV/7DNuH9wmbUyqV3be2XmBv34Wju8Cn3/G635+LL0befHiWy0rbClEKH0IWQYyBxXJF17tcSvvBPebr+4QPfRvVraepJOLsEeqF72Px/Lfzhg/QewYxoCym6zjbbomuo7s8x2+3mFe/wrYdaA4POb3/FgcpYUOiv3iLbdB4rVkeHiICDx5dolNgsZhhjeVqvcYqDQnWl2vWl1ecDhsigt9uWV9dYUgoxlpKNwOoB9uEUrHU3knF9M5AoEQhxGK5FGBSoCV/Xutc8C3HntJeLCqVAb9jmKnivsqWQB7wqrw2WtAq5fjSKEy7B1Za7adJjYQMNYEpe5N9qaB+45bSSDbYAUBKOzbeO4Whpu9Of++AZu8ERGWHUwn3t+1rZxfJNUCeaPDkjPv9b0Bx6Y3ny24h8bhNBGpbk8iTRWUty1L406eEqFwiQyuD1aqUzrAI2Z3sfEApwVqDMQYkxz3GmKaRVBhvidZDSgPWREQprMlWmhe46Aa2/UCjBGMtYRqjqlC7c5XIFA2DSxhrmNUNIsKsLi7Q4jpTIWCihxvGoFIM+L7l+GDJ00e3mdUWo/M9o3R2ITaporKaO0dLbCmOOjjPNg0YES43W9rtFlVKi4QQSoVYoaproo+ElF2EKebaRc4Hgh+QlHOxtM6lb4bB4ROgK0QHjAgqlbpRwWNKna0UU9aoS7n8S+8C2y7lOajMM+EmNeckW6eKRN92dJuWVAnJggopxx1LLFVSJLlAjJ5QJgCtDUnpXN07CYF8X1kVsTHC1RX3funnOP+Vf4g6u4dVwvG8ItgVtj5A2pYQBm7fWlDNt6R6BbqmbS8Ztg5rAo0VFocLqsMlUQJ6ZqlPZjy46rn35itszs6wfsBqz/Jgxt0Pfojjj/4mWN4C/ut3vO73N5pSYrPdcnx0RNd3GFNxtd4iIpwcLNASOb3siMNAM1vRzlfYYWB77y1St0WuHqHCgJvNmM/nyPkZzeqQ2lZsLtc5QHp1ib94iGkOaS+uWNaW+cU9ZvTEvkXVDUPSLGqLWa6wsxkB4eBIk6Kn3bbcWs2wTcN60+O8o16ssMayvlBcbHpU6mis4XLbIWRBU/V++SJ7zSc461PJM4gTySGPjVRcd3l1r1WaQEpJnlSMKp+TWKyekdSwswjGfWpGd5Oacq5GhWKVckE7UyIBorMOYByBTOXva9k5DWWKkwGkMQSVn08us8dvk6tw3O9o9ZWNqSSg7gPLBFYFOL4OhAT26Yb7iui7D4xff2eqx37caieHtDMlhXewlMrJ3dCLhVKaqCzbzuFDpPWOy27Iq2By5oPRlmbW5D8RVCkwGH3EasO8bkgpMgwDSmVrMoSBEANKElrpvBhTlspWuJgZq6nEQOuqprIVnfdsNcyNYHW2IkIoavjGoo1BaYMmj9mIoEpagJJcfh5AW0Gh8TfsnLqyvPjsU1Qm17YyRhNjLndx3jm2g2foMxDNjM5VslNAiXDn1i2Oj2+zeaqjbbd45zOIl3O0VcXgHKePHvHw4SO2fQciuSKvMviuo+07UIqqqVgsl9RVhQCOgXbb0gdPY0qV4rqhMYZus6UfuqzOoLI1kyQxuCEnrBo90bwft2XGrUXIv/lm05EGwAaUraYKvlnlQUEM+GHIicwImAqMAe1zlQNr0AlUgPjgEW/9k59h++mfhXuvoJo5i6MDNutzXviOb2Ooj+kuHmHcBSkF0vyQ2dExza1nOTIeXnqF7atv5nyxxQw7n6GuLlHiOXz2aT517wrqOQdPz1nUcw4t3FnVHL34UaqPfBdhdeddr/v9qZmnxBBg4wKNnWHqmmZWEzFZFDQIR6sV86ZCi+DQ1CoRB5/pi7c/kLOfJdKnWGj7Qqws9awhJUVYPcXs2Y/Q9Z5t32GVR4UO/IBfnVDVFj10WdXOatYOep8Td+uqwlBxb90yhMT5ec9qXrFNib4bWPsabyznV44YFK2DhU70VLmM9mO2mBJbv2PRjK40pXLirEr5uRbF9C8VYkMSdJJShrlYN2nPFTf54ACKdH4x5SXpDGipxJtSIkSHH7aQBFvPoKrxKsc8JJSy3cWtBVKOtZvEsyE1ro4fu0umlvYsj7c/f/sfb9v+TuAkUoAk7cBvcoXub5veY2f9pJ2axcj229/HvpWXN8m1a/hmNe8j908vwVRUzQxVV3mFXZLF7azBVg2qqtgMPQ8uT3Eu5xdZbVksljipmIWIFsGYXDxvdbAAiowNo9UsmemFwoeazjm6IauE58TwROcjLvZUtqK2FiUK7zyx8wiB4Dd07YYYPAcHK44OD9Equ/tizDpxSmVlc3UDtQQY46Z5XhhCpA8xq6q3LRfrDe0w4FypFpyA4EtperCV5fhgwWrRUNcrVMrFId3QI6LwriMMjuNFw8zeJhqN8x4JYFAMfU8fPA6K1RXYrq8YBkdKidpWzA9WVFpIMZAGh/MeW1UgMIRACD7X6IqR2axhbi2Vym65m7jLc8xWIcnjfaQdPCSPJJMX/UowRmF1Fp+O5Jjb4DP9O8emsnVtk2cWPX6z5c2Xfp31536F9MqvobZXnHzrD3B465jt619g1txBjDCEDlsLwQVOjm9z8eBV2u3rVM5w79E9attgxeK2PSlJLpppFTKruYorttpy52M/wsF8yXy5xBJZVIKc3MY9/SHi7JskdeQjOF3TDok+gdewvRrokueZwxW+T1y99ZCnT464c7giJDgLEReE5XyOFcFKwgloa+hcTiCrVKIbFK3LrqWDxQwlgflsznoYiMlR92vaZBi8YlbNudj0XF20YC2bzpFi4PbhHB8FW9X07cBsPqPznsE5uiHixHB2dYZ3DqNyFdDe93S+w9/In5XLZo+MuEhexYx6e6MyRCKD0ai8HafXKtNRyQX6lMoB8SgQYkY+pU0204UpCVeK9paSDFI+eoaLc9oHrxFj4uSpZ1ie3AFriejiwsvl6UXy9e7Hn7Jo+hiFLSD2TQjs7mDgPSbakieqSSgXuWbNZPWLvf3v7VP2qeF7h94Hx8g7ANn+cdNeQi77gD1m4O+2PU6LKaKMJhmNS4FaCfP5gsYcQoTgHP3gaLstwTtmVcXxwRJrK4yt0SYXotz6gJFEQ54cpe8RCr08Zvey1pakAikmuiGnXyxmDYvlikYlKiUoZdj0js5HHnUdl5uW9dU6y38FT3SZuq0EmuohT925zd27T1NXdWbChkAYAsZHrL0ZmMcEV72n7zaEENFGU9U1dTXj+MiyclnhYcxHSjHgY+Rq07LtOt54eIY5haapWM5mVJWlc4G23dAPAyKZsr9pezbbLev1mugci6pi3jTUs5q6qghDwsWYhYuNJoRA8I6rq4HaKKrKoEi4Al4xJZKW7A5UGp0E1zku2o6mtlRav+uYe09NRg3JTMWPotGmytp/OldMTiRcKnOOMlCpXAA1CLGsfJULmLbl/PU32L7yEv7eS6j2lNWtOzz1rd+JMhXittjFisVyhZ4fUW/OOXvjS9y9/RSb83Puv/RlVnee4tZdWCtFvVigzjeICyTvqFczzIVgn36Ky9W34NScxS3NwbJiebgArUhDz2At0SwQ3bzrZb/vku+Xmw2nCW4dHOBTYl5VBIlctB21sRws51glrLueyu5okd4HIrCY5UBiiAmK39Qald0LJrsfBHKmO6DqCj0ENvUBPuVVRBsTddNg6pqzraOuQYvhsnPEkN0BXe/QKdNijUpsu571ZpuT5bTlartGx4FhuyHEgE43UTOHUNTES/Qpl92Qkk0k47asf5VKBH5yoSXQMRC6C9x2i1QWU9WkFBiGHhcFM1uyWB1iqoY8RY8yJtnSiMHTbra89dpr3P/KZ1Eh8LEQqJcLxBxOAdo8Qe/FYUrgVSElkXBKcWX/1eO1UVYlP8+EhBFPrk/+32gf1xx0IkhKWQ83Fitr3GmxiMbUpn2jeMxBETJh5Frpj5RFNcfMe1UsskkXUKSUnY8TQGl1AzKAZNq0oHMZiOBwTqFjoFLZfX0ybyZrz1qb1QtQedIMkX7ICadOCS4kth3MKptrHCXFum1Zdz1XPuTaQNoSinpJsw5senjmcMVcg6KDJOikSCHifcriyXWNpmZuS+l4pZjPZhyuFmAM3dDRWMVykVUtUpSbTcJkksijy22OgcWIuADtkHX3QkBEo7WmrnJZ+xyXizSNpWoMQ1EjDymydgkVPc4lvBjaFLi6vKLvPTF4JCWMntHUi8z+JSFDpt4rpMgDCT0DKgm1rTDGYEyOu3XrDUMIIGDrGhdyzCeRx1DT5Lii1tnldqMl8DjGoyclj6osqq7RVXbB7pjDkGLM9HsM0WTmrx2/e/8hD7/6ZeKDB8jlmyxqxfF3/ECOW771ZebDFVLVLG/fxdx6lpaGxg/cvv0M1hhe++IXqKtDZosTjLXc/sCziLG4117LJJsYePrDL3A2XKA/8j08XLzIRhQSEn5pCMs8bysXsvahmG+o4vO+Y1A2OSptqfC4ocUljzIVOlnuX2y5vZwRqXJJAeeolMYjLKsGrYTzbqAyJle7ZKysqokp0vuAriyLKosNOhdoJGc1K6OpU6QNiSsf8cOQWToml1KXGOn7gd4HUsjVPuc5t4/z1lEbjTfCeduTQh7EbT+w7jtwjq+v9/O+hg8jU0yK/l4STSxxo4SQ0xvLqr7EgBRCUBmcUntF99ZX8WdnhNkMWR2gifTthq3XpMUJB0lxfFJhCltIUq5nE1MiOM/5+TlvPnzIW+fn6PUVT9+9y4lzVGhSykKEQSKjnJGQ/dblpy2wtbuedMOChZBVn8e2bz19I9fe+Hdd2mh3dqmUgc9kjh2bcdzPWAAx7ZV4T/E6eWLab/n89BcTU2mCNFpyZTupKFLnsuiP25RSiLF5vKOosigDfXB4BjqBSxcRo6ibGfOkcAO0MbDxDh9zcvpsVlE3NSHEXKr8coPWPUoJwUcG71GZBkQYBkLp047Io5Qn6EoLVgvL2ZzGWhaiiCrRrGq0tuAjsR+Isaf3A5enHa8/PMVqzWpW8fTxATHmxG+tVc61uEEzWnHnaEWImbHbDy4vIGV0nQspFZUJ1xFjZExMiDHm5N0+SyWFBPWsYTaboypL7D0uZPedQqisxRqd47ZG5/yiGOmGDk1kbi1Wayo7R2tFjJ6u6+i2LTFFJOZ4IiK5CKr3/7/2zqw3siy7zt8+070xkZnMqSZ3yTIg2Aakf6b/4yfrTS82bBiG209GwxAMwwIECW6pLRTcLXUNWZUTk0ky4k5n8MM+N4KZVVlokyU4YcVKFMjKjAhGBCNinb332muRY6KkjAuOJuiOW99PlKqWu/VrRjSU0pSsn8GNJzcB1waMOEwpdU5VffiSwOxJKAkXI5fffsPub3/Dor9m4RL+0UM2Dz4iSmY6/3vWactqfY8xrCmLlkgm969xcWR58oDz777i6vwpH3/yT2ibQOm2CIXYKwEnYDKW5vFHpPOO882/5JolU+nIY8frXSCFwJKELYUcC5aMi++3x/q/Iqj+1dcv/+pf/fFvb/0sf/j4/FbXqnMjM5PPXtxQFXjvfMiXaho7r9fknJi6a3Yvv6J/+hX+9IxWfoZZrDDiiCkz9T12e8livWZp7eFkX79OKbHtOqxrePDkEwb5Ti1QqkjiEHR4aJOB0rL5gfeN1NP2Xd5U1moi6WE+VPZf59FQoegCaLk5/3nnew7kw55klEFKlreJhwP5zFk4KauySpVpvK2YKHPAoZJQ3t+XucqUWmHlPYkBhOb2BGWNYR0CLiaccyyMpTGWhWsI3mENeMmMZLKYukBZ6FJiyAUrqt4rRZj6iPee+yenWAFnoA0ebwzjOHI9JmIqgO4bWGuxztT9O33dppgYxo42OFpv6PqJi4sLun7UgMNhoEwjGIsJLYvVinunJ5yulzRtYEqJKU+EbNVi6w6wRri3cFrJpQILg3daIaRqRzb/jnKtfGPOGomRoI+ZbpgYxpHrTt3XL6+36lnY98QUVUAQE+Owo6Qa2EeBkrUzURWD7nqLswYnUKaRoevYXV0SBw2JFBfUnkoO4ZgUVdP21vBqGOi2V+r6bTQY8bYQQd/LWEwB7wODaxGjQhYh6swRITvDkAs5JWwyNLHw3RdfcPntV2zEc399xjS8wAYhTxMh9yCF9sFH9GOhHyZWTYtcvUH6LfHyBVMc6F+/5MnDR0zbc8zWsrj3CcU5TFgjIVASOHHs/Anjp3/EM1Z0MUNUMh+GiettByXTOoPkQp4myvgTEVQp5f1yi3/sqO08FYKibSiUjDLC/lx5w0RWkfTUE0fMeMWDprA+XcBmDetHTKYldyPbqAFtN1tjs4CiAGI9i9WGJyEQuxPeFMGGVn3YqlqtiKl7WYcYiv2YRmbTJNk/Hm7cy9vAWsvJ6Qb4fvW0n+e8U0m9RU7KNvvHrEQ3V0JzBVXbfGW+7/P1K+HM5JI1z6eeM288cL1M2l+uElQu+zbsgaDyngC9vz1BlZxZNw2rpSVl/V3mFOlzYkoT1lpizlzstgzThDXqBpFFaJpA065wVivHMemJ3/RSyU2YYiF49Y2bJIEFL0LrDK3XHChzQ2xDA1OOXPWX2CKceMfJ2RlTSoySa7YPtc2pS6jr9ZrVcgklM/aRnA1j0fnZXVAKGhVRqMbOWu0Y5zDGqVwcVcKSCiknhiGyHSd23UCf1El8nCZ2XUfXdYzDQKpWZk3wLNuGRQhVTh/37uQ5JwRhGAf6YVDPwlzAW6x1LJdLVo3X039OjKgPXkyJmPR2jNEwVG8t4j3rhTrS55x46m5fXUphb3acJeMtkAtBDGKcbvXNO5gZTI4USbhh4vlf/0+6775mLZ5lK/TPv8G7gbY5IfY7vC00izXd0NHtdizWK1IcMefPmcbXlGnEJnCl0J49YnWyIHUvyS6y+oM/4Pp8IsvXKt7oJ4bHj3i2aLk2J3gJ3AuNriuQEScQVEVoSj0o/4iw5m6SmyMqhGK8koWZc1eqk4QxHLJYhGINiO6iFFMwtpoxOsPpesWjTcPy48/Ynn1G3z7C2JZ7CfzQY5yhadvqv/W2359fLLn/6COcEYbtG9KbKyQ4inMUawF7uDyiIgmZp2CHgA/VYMiNqvD2rU9rDaf3NhzqGw6V1GzTVHgPQc1V1vdP5Dmnejt535rcV1dy+Bn7uVHWKm3+/oYOhAOR6e3mMld0zJLB2irUdqFqMu5GUDFFXpy/xPiAsQ7nPMZods4UJxBDDm21oGqQlDFFF7HjlLmMl1xTcNbhfQPWIcUxpoRJwnbSKsEaQ3CO4D0SPFEsb4aBcRrJCC4EgrWEkplMYSoZV5QEzzYnTDmyzROjaHhQTpEyjcTUc/mmJ05L2naBCw4vlWzvaLo8pczT86v9zp6+bUaczRRr9HcYNYAUIBVhN0beXPdcXF5p9PpcIedE6x3rVnehxnHAO8tmtWS1XOrvmYJ3jmkaGcdR1ZKC2qvmRCGrLFsswTcEkSrhnjBFlc0xRsZR52TW6sghOIdzC0zWeddU7ZbuBMlImrC20Cw9Fl36jyaSiFgMrlgyhiCZuL3k+V/+Bf1v/jceQ7u5T//dd9jhDZv7T8jjhBGLCytyKVy++QrJCStLYveG0l/TWA+MFAcnDx/UaBHB3/uYvDlh8fkfcXn1BeSss7CmpawfUDhjaRs1my2GYiAVPYy7asPljB6K049MEY4E9RPACFjryEb3jowx6twg1EVGU10l1E9LjMq9VZKu7RbXLmg2p5x6WH70Kd3yEZO9TzGORgRfTpgX60z9GXvLJDE4D81isf+7sFxjHFgfsN6D+EqYB7mGSPXjmx/HTWFEHT/ZOzhsGGvZnKxuzIjeJp9Z1MC+Irrxdygx7CXi841WwjgIHHL9u/ly9WeUmZSUuPYEQ+Hdam6/R1UrqFy+f5mcdNFyrvycv723mogQS6YMPS4EMFrRRKNq0FQyZewxxtZBvcEYizMGb/QD0FhYBIdYw5S0OrRYHcpTMCScMeA8u1i4nLr9vheoZLrJQkyZnaBkWBxFDOdd4nq8JpdEkUIbPPfahsVyjZVCyZEUI0XQ5dOYSYaqHLzbzLKOR+lHJYyS035m2k2RaRqxJDbLVqMyahvamULjDWOOpEnbnsvlAu8sOeoOWOv0fbNcNECmH7p64Ahstzv6rttX9413GKwu3qICjSnpLNsUjQQZxn4vvslF3cR1Jy3TdT1No470Qz/SdTvSHfKg9LSmEe3eGNq2ZRc91N9HZkKMmh6Y4pDzc5799z+j+19/RRkjq08/Jz//NRt6vC2YnOgRVvc2uqDdXdFfPGOz3HDx9Et8GWisIZWs6zvrFT54fOwIm0Dze49pnnxMmTJmKpQ4kfEU5yneE5ZLEIsYPchlMjlNQEGcgf1KQvnRQ82RoH4CSNEAtNE6orjqHqE7Krp0a6p7hC5JGWPUBd6AmIwpCdeuCWFB04BvW2SxABMQMbiSEbGaCSOpWiYd/LVm3z9TlYSuHXDtAmuyLvGFBsRrgJlQDSTdweV4JgzKfgeryKxJvD1BWWM0wbVWMzfJY79jdGMu9f2vZd/iu2kTcyAVgJszo3qLc1V2Y1Zxk6zeFmYcqq1SXQD2MzFm9ZTU6irvr2ftHQjKGE7XJ7iaeDrlzBQn0pT0g78UchwZYuQ6ZkptqX3y8BH31ytszfcRMeTqgTmmGus9ajz8qg045xlEuO52PH35gj4lmqZl1S44WSwp46gmoajjQXCBYiyD6HzKAt4IkhLbnJDSagR4jhgp6tIghjEmrrsdV914p0gJ0APTetmQkqXvjQokjMUYSxhGhsEQnGGzXKj/Z5ywOeKaQGuErXekpIa21lbr7mCBlpS01Vtq1TNFJdppilVsUd3ScyalCSvQjSoOcdbirFPLoJjoe82HMs7sF3BTSeShB8BbSz/qkzEME0PM/FA34Hd+zdSWdkJUyWgs4o1yVjHYat1l4jXx6VOe/pf/xPDrX7LII839z+DyBf7Fr2g2AedarvoR//E/Zddf0+ZrLr/8GxZlQoaRMuywjTCOBWkD7eaBtj2nV8TLV5hnEw+axPrkHssNKsOPES8GI66qLCEbQ7EeSejeXS0g99l4NUHW/Mih5khQPwEkRzZmZAgtnXiKsdVrj31bzchhMG0rQWEMYsGQcasTCEty2SElsWgcW7EgFo+GimVjaiU0366SiXAj5gPBNkGlnGXCOt2dwbhKiAendGGWmN8Uc9dZjqAZM9zhTWUE34a3iafMVdqhmnpXyXfA29e5Iby7cdnZqop3SOqg3NP23Xy5t3/u/r9KSvaGSEKvM9saOUpJdUZS1GLotigFVzJNnUxahMYaTNNo8FwRxmmk63uGOJGMoVl4giusTaa1qtyMIvQpM/Yjb3Y9Y0w0zpOcI48TbQjaFk4Ta6t1s3eOVRs4WXpWzqu3nDFaERrLlAop64zHFPUIjGnixa7ncuxYt4HWWRpnKTHpR2YpeGsxvtEh+B2QUuLq6kqzjXLGG93/ExGC81jqIi9CPyZS1EwqEUPrPLKY+wBKQrmezlPKmkhc1YHTNDH0PbtuR8mlVkL6eotRpdzOWkrJOKdWU86YakCQsd4RXEOqBxd1etfb0VmgttRjjIhzhHqIvP1rRpMaBKMzM1OYKIhYSAEXR5rrlzz9s5/z7X/9OatXX3K6cOTgsdJjJnDP/pbw6AGvr3t49M9gfYI3jjdf/4ru5d9j7j8hBc1t2o4F74K2kE3gk0+fEE7BTQOvf/MFFMcueSyZ5y+eMcVMLII4jQAxWcim2mChsSmNcYeVDVTgok4475/NHQnqp0AaCcMFtmnJNlDqZrnUFp9Ypxv/1U3cibpKYAzZKqmY5Yay3BC3O2yJrL1lKy3RBK2EKEpCxlYxXtm3Q2aC0u9VAm2do8SMdb4SlK3ux/U+1XnTvAMlVaI6CyXmgsXc5dQnsne/hrcJSErm3arn8P1cac0Vy83r3jDJrZIHitGsovmyOVeBSm0BIpC19ZJLQfa3P1dptfVSCrOtbCm1QpmHXAJkHYxYU/a2RLeFFW3DSalWU85hvK4OTCmRBVxocc1SVxGcIUZdSB1M1teO8UwIU05YZ1k1DZu25WTRsLSi6jMpLFNgvVrRZ5gyeAutqL2RxTDFwtT3dCnRTepCEYJn3bZ472naBTYnTMlgHMb5vZrcijpVeGfwXnB3XEsQEazxWIHgLU0VdajnZ6FYIZdMN46UAkYsxUkVT2jLfIoT4zjuby8DUylkDLHMDgtKHO1iydxAFhHIhRinajibVJ6XikZ8GGEoWf89Z3JWabnObfWAmEthmiLJqP9fSrrPFeN0pwqqpIyNSX8PcURyRJwlZwh5R/rtr/jLf/+nXP23/8yn5Zp7KyFPnl1KhOsL5GrCX16wffaG8OCEtLhAvvo7zr9+yu7V19gmc95PmJOHiA+E4DkxBiuF2L1h6ANhc8rr83NG3/Lwn/8h5We/jykZi8H4BdEForMksSCBUrzuspmMGG2Np5Rr8G3ed2sc73/NHAnqJ0COkf7Vt+RsmJYREwI+LLF1TlSs4MWqQaypb2pR+bmp8wfJS0q7Ydg+J6eJpYOF83QS9APMqPmsLgDrvEhm5ThSyavuQYwe5wMlR90587W9Z1V2btCWidRNVsMskNA2wiyeUL3b3fbDjJhKFPopL3PelOhtz9XMrKgrs/a+FG2n1BYf9T7WS+9f0geKq4E31QC3gOrnq6eRfpll+RxUfLk+zjo72EfT7+/XocKa7YOoVfFtkVPi8vqSVbukDWq6XGVyIAZjhcYGyIWcCmNMlDGyHRPJWpwTjLeaqJoLEcE3geCdCqJkIhW0grSeLHpZV0BImFgfl7VIcBhvyCSGqXB+ecXl9ZZ+7Gmc5Wy94uHpKavlgjYEkEyUSMlqMuysqMpLDEEsD9q7CgGEJnhMyUhR9/BSEpKzRsZIrgm2tR1bW3KlLvaSE4hgrcaQbHc7uq6rjWrDmBLd7prd9RZrLctFy6JtMUJdI8ja7fCi/py5EONIjANdN9CPA0WK2huhL6+cMqmm10Ilw5JV1ScaRjmrTm+LkhOSRs2umnpKP1HKSBivef3L/8EX//ZPcF/8Bf/i1BOyEIcBhojkzDRm7GUm7vSzKJ8Uui+/4fXrX9NfbSmN53LhuRyuKHHB8skJD3xLmxJ9pwfm3YvI+PoZzlhOnjwhNa2ur5gzLi4nchHcYoFfrdmaBqRBCvhcreoyTMNE7Ae81XUICTqzMq557+M+EtRPAWvph4nu2VN2645Fu6BdndDYBrGJ7Aq2Zq3MkRvC7GCuf1caj1usmMQwpcjajrQ+kcSok3E9zQgHJ22dJ9UKSGaXciF6hwsNJnYEA95blaCaQhFfCarsd3AN8INtYGE/nbo9VAk3U958iNQPestbooXy7hxKarzI4Q9w4zuZTcrYCy2K7D8M9vHxJd8gXG7cB6GQqQ6qN25b/+QabZJngpuvJYfL3walFC7eXHK962jbJd55NV71Huu1DRJsQ+OcWgcVDeArYjHWgpm91pQ4YymkaMgFYhS2k5DjxLjrtR3pA84HFsGz8E4dXqiWSEmvvy2FIekH78kalpMjOOFss2K98DibESlYo6f560kD75wkpCScsayagPsRV4DfFakkSs5Y5h22wx5ayYWcYJwS46TScW8NwdrqQnMQLcQ40Xc7um3NGxKjCcUls2wbvHc0weNqDtvsFF+yGjwLgNGUAmt0sVdE26/DttMZVD1w5ilSsqr4ctEWlqkzxqHbUWKsIp3boeQJSqQUSxKV27e7l3z7i//A1z//d5y9+orfe2CZ0sTFlIniGIaMaVaaDhwm6CODKcQuIlHNA3arU8r6lPDJp3z82ec0Dx8TXOEkdzywkUZGFfCMO/rugnazJDSPKnE3vLpIPH9+ic8TQqQUIU8ZO46M1xe8/O47Lp9+hRgIxTK8OYfhEuKA3awID84I67P3Pu4jQf0EEN8SV4+5PH/NxXDBw7Mt9x+CdarYM6ZUo9iDU/ncjpjnSaZ4bLsmGU9JEZcjjRP6UmdPRj0B5tphjuQwc1xG7c1T20Xee6wFbzLWQDIGdV2yasR0g6BmocSNPlutQO5mdPQ7P38yE0z9fw45WO/iewq8t/7xrVv9weu/77Yyh9t61+Fivo+C2av47gJrLU8eP9bFy1RbiTW/aKrecp4RWS1ply3WCbkY0hyTUApiheCCHk5yYoyZfhhIMTKmCSMQjMO7gA2BJrQ0wdM2joXXFpogYCyFTBwmxhRZr5a090+1DdhYVj7QVs13KYIDphiJSb3qfGNYeLU6MjeODreFEksiGMF5izPaxppS1HYR9VzjHMZVgjJCMEBJkKtYJKmS7/TklNONRorHrErMDJB0tdYYcLXTEWOktz0pZpBCnkZd7IVqceQITUOIga7rcDFSyJSkFd5MSnPb1lpLKSomEe/2B8tbISbMWDAnlmACi3HLn/+bf83lL/4jj7Y7TjaGqxh5ORieyoLcLoje4FcbjElkuWZKlvsfPcSf3WOxfEJYP+bRRz/DtCuVqOeBNl6w2D2nO3/OZdPy+MkZXTK06zMun1+xfviYxcefsWVFP9zjyz//Bd35t4RGaE9W5Bj55q9/yTd/d0G8PsenQmta2scPyMOWIBkJDdY2TNsJhm/J4xfvfdjyUzs1/2OEiLwAfvv/+n78A+Lz2yxpH5+XH8bxeXk//j9/bo7Py/vxg8/NkaCOOOKII474IHHHieYRRxxxxBFH/MPgSFBHHHHEEUd8kDgS1BFHHHHEER8kjgR1xBFHHHHEB4kjQR1xxBFHHPFB4khQRxxxxBFHfJA4EtQRRxxxxBEfJI4EdcQRRxxxxAeJI0EdccQRRxzxQeL/AIGKL7SJ/MfUAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 432x288 with 6 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "(top_left, top_right, bottom_left, bottom_right, center) = vision.FiveCrop(size=(100, 100))(orig_img)\n",
        "plot([top_left, top_right, bottom_left, bottom_right, center], True)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomPerspective\n",
        "\n",
        "[mindspore.dataset.vision.RandomPerspective](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomPerspective.html#mindspore.dataset.vision.RandomPerspective) 会按照指定的概率对输入图像进行透视变换。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "perspective_transformer = vision.RandomPerspective(distortion_scale=0.6, prob=1.0)\n",
        "perspective_imgs = [perspective_transformer(orig_img) for _ in range(4)]\n",
        "plot(perspective_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomRotation\n",
        "\n",
        "[mindspore.dataset.vision.RandomRotation](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomRotation.html#mindspore.dataset.vision.RandomRotation) 会随机旋转输入图像。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "rotater = vision.RandomRotation(degrees=(0, 180))\n",
        "rotated_imgs = [rotater(orig_img) for _ in range(4)]\n",
        "plot(rotated_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomAffine\n",
        "\n",
        "[mindspore.dataset.vision.RandomAffine](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomAffine.html#mindspore.dataset.vision.RandomAffine) 会对输入图像应用随机仿射变换。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "affine_transformer = vision.RandomAffine(degrees=(30, 70), translate=(0.1, 0.3), scale=(0.5, 0.75))\n",
        "affine_imgs = [affine_transformer(orig_img) for _ in range(4)]\n",
        "plot(affine_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomCrop\n",
        "\n",
        "[mindspore.dataset.vision.RandomCrop](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomCrop.html#mindspore.dataset.vision.RandomCrop) 会对输入图像进行随机区域的裁剪。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "cropper = vision.RandomCrop(size=(128, 128))\n",
        "crops = [cropper(orig_img) for _ in range(4)]\n",
        "plot(crops)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomResizedCrop\n",
        "\n",
        "[mindspore.dataset.vision.RandomResizedCrop](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomResizedCrop.html#mindspore.dataset.vision.RandomResizedCrop) 会对输入图像进行随机裁剪，并将裁剪区域调整为指定的尺寸大小。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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jq/kITOPfUeTMCzVjDMvVsvCOI5E+PNUEHmQAMd5QNQ1Ge2hraBtc01LVC0YXGDkap6mjw283bFB5vx4YuRtT7yg264a6MD1DzTcec5CmZlKSHr+H3w0b1Iu0Py8ia+CbqvpXfpfu4Wb774jIP0D2Lvwn/gu5ohjELcDeUO9N+4+BqnyZdaBPEyeBSbMqh2k/m3HHk/eZ8SU3patxBaXjfibCcKOL+cTV+Zbia6qZ847FQSKETFRS/ER66ec3KQQyq5dMiVGqTI2tF0C2ExkRrKsONisp3k/WTqo61YSmiJJIyTMaj0EZmT5jHMZVGBVkshmODi+2vM7RWWIORDJjHmbv/EgcPmxuAlT+/9CHPuuccfxfpomFen2j09lFtDAxkyQnM3AaD51LQ88CU4oKunTI/GOZNE8BE0zSt2pmcpJmD4Qj4Brn4cz2MQFTAaAQ0ZRIw4DGRAyBFCNo6bNI4TDG673cmLrKcffenQxOMifQB0nFTG9UYejQzRpcxJ2sMcsTdHmKLm7lY0ab5VNXujEG82scz5inzpkA7yajCSVuaT7Gh/4O8VJFgprWix5/n0Dqb1GAUtU/8btx3Y9rqvovkV3k/4trkyroQKie4jSfYVif7eRoFk27iwQgB0JyWOTfR0aZqQPm3OaBo3w64O9Zk3X8Puqhx8WtsfQRQjbAx0gKgUMg5MsRgCzbzVy9jWBEQA+xS0YEYx2H+CWZqfYOruNqQNRgyjOLGuYxJWIrpKj2xhghOQKdZ3y+CVDAs0BqerPPtDFx/PkZc0Y+ybv+vq0A/sSrH1/j+H0/717M088wHTKeW0B8zpVPh+iMxo7AopPkrTGVuLpECqGcclDHHQJOD9s818pfCGhS4hBIKRF9JMUsManOwGlS+b1cExFc5Q7S03wc9GAbYtyqIzmHOocxgpHiXUd22jDWHM0Nma+/Z63Jo+2NNhv/o4DsaR8Yk2ZSqR7tm1zMU4G4EZDMgRaM72OUxNJzbmVsn6c6+l1tkoNTJw60bI9o0bion+dBdOMNiz77tzlH+qwuxv0jk5jSpPIgxkwIQuYsR6Pn4RydgEjn15lPxJggQSyR+8EHko+EkBiGzMXGmJ63dD5ZEwFTTfY8sUV9ZwRXQMRMwbbzGCQ5stdlAl+0d6po1ZT+y9soOpGsEsyee2JH25M5MB5zUJLZtXhGbBsHbnguDOn8mHzxp595ds7xnHmZwSx92/bZHY0/3XxhT/FQNySqp6Tzm9syiVIBmdGwHrMqLg0xA4r3pBgJQyT4QAyJvs+MTorZrXnqIo0enZlIpqSEInWFmLeDj/n3kLMcJD1kP8hAxWcGUO2yOf6xrBk5fMn8JQpOiIslmoZsK0oBDQM67LF1Q1Vnm58aV1iSTwBQz1DJHxxDDgClN89XRTGz7mbMLAcA0skZoqz9iVk9jKPMJNmPa58D1O9mm5wgph9m+8p/c/XJixKcieM5/k3nk3hGEFQVYrEPhSLhxETyhUgUXfwkns/iG8ZrjZM7ln4zQBWCoIngIzFEgk8TcUgvCVBaAEFnAbWjK/iouhNrszxwU/E+B5EbDgtSAEUKcB0AKnsCHrzOYEpNNYGTmfXLYd+Na8vhYtN1j+eDTM93jA03z7nx20u1AqY3O/vUfc+ddCbZsLTDvNQ0l5B0kozQRAoZmJIPaFTCEMr8ifghEGJi6ANJIRYpfcxcEGcANcb4xJiZpxjzPu8LcEUtAPW0Kur7cfufaCSEQ5aRedO5ak0PcybmOYu1ZT161Awk6TNzpM2BqTqaM4nsLplha5KoFebOSFquDTKlHBvBbbQzTxglNyTpUYoWDvc8XqZceroF4OBJLEddfFz7HKB+V5vA89L7PAu0jtrzxPWZlDSK7Gn288idjou4BLWqz5JN8llayqqOSAgR7wMhKL2PE9fJvDvVYjMfg2MLRClTPEWMJSYipYmIpJSIUSnM8VMpX16k5Xx+RUVXYnJUZkAycprzXHyzYdaZ2o+Sg29cRWbcZw77s+Q1syEabkhNM4Bi3JrZNW9KSAdw0en4GQI9VwV89OMLjNyzmpBJxA0J6JmEuhwzUvHnSVhTH0XFppBCIsVE9IEUIjEk/BCIMW9Tmm8jMSW8j8QY8THhQwaPkA4eaNO81BnYMJeiyu2mTE0zH6WkVFL1pGyHHOc0MHOSeZlW5stTP49iSHHIGMdQBGyF2pqw3ZCGDu+WeLegWZ+iKKZqcOuKMQYwt3F+36ATI5gw204AY4oUNbO3lfyDemSCmDNOOgOpzMSpHHJhTFnRjh7WcIhA+gwlqLOF1dfORuOyHBasHGwnMkNyKQ9+APb5vnERT7zjdKtHevybHO3N9qxdT4mwB3/9kaoeOIebHiV6tH3asJcXVtJRpIVvfuhfOLvx81V3Tz+gzv5/uk2jdywxKTOAGjnTvJo1pWwQTqPqJBVd/IFD9QWgfFC6IS/YEAsBKFeM6UAQ4ghQZXxGgArjMcVlOSYdtYgjVmYJ4aW41HHO5Iwc2U/pxuf53Bt51iP6LzOQGsHlAFRTDr4JrIqEYW4k8x3XwXz+zub0scQ0l4JkupfD80w/TOcfP/ZnBUhPt5wv7ZP0f+PdHTHKerwkR6E9Uuw/aVLXRZ/n29BngOr7QIqJoR+ISQtQKUPIUpOPyhCVhJDEjkqAGTBxkII4kIaDrV8mCWLUcKlKUUeZY4DTlw/UVTgEWs9+HKWnjA8l04OU3HglljEFT+r2RCcEJ9i6IXoPxs7GdyadcEN6mi5WnnncTucdBierVOOUIDdN4RPuqek2hTiW/sb7PvQ4ilOzZ3pa7H9m+1QA9dpZzb/2T/0oTVPT1jVNU2NdlQc1JpyzVG1F1dZYa7GGHK2tJfgsRhj2GBdx69uYZo0mReoWcVVWzUDO6u0qcG3OVScWndbqSAAOIrFOMmRCxsWgiqRsTMwSwkC4eIT6S1JKGHcCixWaIikGNIXsrRUDUT0pDsTkCcETg8f7/Nl7jx88Q+/xIRCS8Hf9C7/znU8zjocmZEvHp6HK02zgwM2OK75wpkWvriG7zKbiqRRDJgQxJGLIxmAfIikWm1DRxceii48xEWIGl5iUouEjJpkAag5G4y2gIyMtZXFLlo5USZq5NJ2SSo6qGJ0xEi/eklhyQqMDKCU1CGb6jgpmihadg0f+PgHYPEksTNKQjs4QJoPZgdnihurwJjjNfr9xzcNGjr8+tZDnBGhGAP5/0GJUtlc3pYZnv6HxzU2JWcttHRHe8o5TzCrdfZ9BZrf3+BDph1Ako6wCzsxQghAwu0skeIzPWS2S5Pm36TwXe4/UC8z6HDEWZ4vkXGwejHMOJuKY1dEy+354uvwn0zZR0jDNtRMv1W6+r6JZCBG/37J/9BAxQr1YYEg4tYhrsndfGmhPXqO58yZqKzp1uGSwqjlTyjj/Zur2iV7I8bUTx88+xrYNT+4zPPyAlCIpeNQ4QrPGuJrlnbtUTZuD4WdI9dSoHKHYM6Ssm0LEc9qnAihrLMtmTd3UtE1N2zYYY+mHQLOocbXDOIutHMa5XOIAJfkOQaiaCla30e4jwqPfwa7OYWdJ+x5ZN5jbryBnryCLs2zsLjFCOvcEQtEUEHsArfm0mgx7hfjJKK6aBdW9FTrs0DgAVSY2MZKiJ6UBEx3JekyyJGMxyWKMIRZDuzVSoq7znx0M4SWl/gOH+skn/vxImRCCku1IUZ8BapSKgs+us8FnlV0IaSIEw5CJRe8DMSm9T8R0AKZRdaJkL15VKdsCUDOJ6fA8c9CaLf6Ja53u/gbhuMFpf9omB+lJJAOSYjAYkgpSgFJEGLOR5bvInyfpaQKWUTMwU+GN1zAHCUmfIykdq0VgThyeAqenQGvWRhHvqV1yrMV59kEv3DRB3x2n/zlmIfTGp0Ny1iNBsKzNsexCipEQE9e7wBASV7uBfgj0PtIXRmlSCQMSPO31FhN6ar/HaMjMgzX0257rTY9ZRKr6hJx72Rat1QhE8/ufSUwTgS53r4dzVMeIJCVL3kdP+HLjetRH7jclJabE0PVsL54gxqAxYk1mpqzNactMiti2xZzfZQiJvveAMCU4mW0VMOPiLOB0eGMT63AYA82etGG3oX/wASkGQvAkW+EXdzDNgvrkDFPVMHrHHh7h8PFIMrvRZiCVD/0MJShrHCcnt3HWUdUVdVNhjKVqtQQ7OswITs5ibAWimOY0x524KqdC4XVM2CCmAhpke53zTZFImx128UpJPmlL+pkiZQjgB/TqCrl9t2Q5nKXTZ3QHJktORR2Xk0MmVCNiG2QMEE0eMSF7YUWHmh4TLSkVg3oCkZTNDDK6gErOzqKCwWJfwnKqCsmnw5dnH/WMXwogcTAkx2I3OlaL+CwVjfr7kPfHmCUkTYnofZGuQr4fyZPd7/fEoWfA0ZO91GxVk6WifBdZ8pEJeMbbPdzfCE6z7089iUzblwKnqUcDMwlKCjhRAEp0zF8mxX48AlUmSCNYkYp0xCGh7JS9pzzSwRbFAaBGB4rJ224mMc3UYHokLclIB0eb9vyBnm5HjNnT3PhBZ/m8Dj5ZCwkebp8DQjeveWPfAaDKugk9pt8iGrDa4SM82Tu6IGwGZQjZYSFMMdsHMmtTxHbXOL9HQo5J86szQrUkLhZYE5CqRcUUHUoeoJtLU6f/Jyp52Dfh2EFO0vl5Ike/vXw7lj58SPT7nhASplmUaVTmUtUgyWb7mveYlIppylHbGussYuzEEKkq+CHXX9tdwn6DWa6Rk/PCXNmjZ56eMQbUD8iwxww7iBFTchRqHbJENTKU41o+Av+yR1NhnDMbOEWPFeAataqfZCw/FUAZ61gtbhOix4z1UsTkInBWwDls3WBcnaWoqgY7JtAsBuUSuS/m1aLrt5jzMTWKYvb7nCXZ5uzIjKUNyGBE02DvrZmsb5LK5zyz83stkpMU9V82fkCyiIZSh0hzssuU03aIFm+1EoyqKeUV2keS97leTAjgI2FQQhB8sPj09HL9xE2VNGSAOqoBk39g9ubLZuT0DiqTWAzM3kf6LqtKtjtPiJFd5wkx0ftIjIovxdFyri0gRcT3eULFkJd2VYER/G5L3G/ZSc1OGlzd0Np6WtOZw+TAoUIGAXQmRRViMElQIyAdHkqnpz+A1cs0Zcw7KNNWMegITilzbdmXYQZIowRV7AyjZDsPhBzV9sKoSpHimDQDp1Ku4QB2TP0fPd64nYsaxfFqop3KYfz08P6n7mR28FG/nw0ZPQKoufA33fbTwHT8SIesCLYbqDZPsAw0bBkSXOxO2EbHLtmc3XvGoYyjLigSE667xg27UvBOGFZ3GKoTolVcregoMWsGJhnvaupyUkIygtQYLDsS9TkwPQVOqqUG0suP7dFoFfLkfWS/z3TJ1O2U7kgQcDXgsr3WB9wIUNZRuzbPxaKGnu7dexh69MkDuLyP3n4Vt1iDdWWsyuX1cA8ZoHoYOmy/BU3YFDP5jB6J8QBO8/OYD/MIUNOk5anQiDzkefN91H2fCqBEDMYtqSth213Tx0jdOJYnpxhniRrxEZp2idQLqOucYHLM1l0i+3WuNjGHqQiCnKwKNzmtwhnrOuNvdFZOS8bcUAmCR30uPkbxUEOz7UUHT9ztGLYdKXrQiGogRU8Iga4bSGT1xK4PdL3neqNs90IMlhCUvYfrztBFpQuJ+BKeZynBdn9In3JTf3/YjKovZZ6GRTWr5Ibiqr0vgLTrPDFmr7tsT9LJKWEMtk+qWD9Qbx4jMWD9HgCzWmf737BD/I4YejZhT9UuSMZhraWqqiNjZwYqZuB0UNVNc2/2/TCZbxw7f/AXGk+hD/KUt91Y+VaSYEptATNKUpMfRJaa8h3I7DaKRCJaMlMoJoEYLeFWMk1TMr+V56OMBHAmch3I5uFZRzfgI6loXLgwZu84smWX+536nwhBudepl5cFewhYjoZjBOj5vc7e3IiVBxgY88plIpVU6LViUCG5BozDarYLHk/9ch4Jh8e2DdYmtFqRbI1Z38a0J1SjazqZrhgRnCuhBKNNcxLxR7oBIsezbQqHmGWdGM/9pGl5Plk71Go6jCBFQ1Eh1mCdQTTh4pDtTuW+UsxMgxkGZLeFOuWEvmoLzs6AI8acvmnYI7srZH2aY6iMoFSMTOHNe0PIElnb5DJZArFaoKe3oFniqrqkAxsnPcwXu6SIDRtE45RlRM0SpMrSrUjRcJV1IIexeFb7VAClGJJdUtUNt07u4qoasbZkhhYk+ZIpf4FU2fEBa3MCzSnavjxY+axyPPtH7w/KzR+83A5R1ormCZYiEgMaAqkbSLue/nrHZtNnVVZSfMxEehgC/ZDY7j3bLpSU8mOmawjRMoQanxIhKb0XfDAMoWIIgSFEBh/ofKDzkT5EhpSIL2GDClF5chXGxysjAAcHkBG4RxdZzWUBNGVgTYlNn9h0id4nrjtf7EjFZTwdvJjgmIc0QN3tcA+/h/Udbn+VX8vd16FdYvZb7LDHbxOPriP1+oy1qanrmtOTHNU+cZ4z8BklDWbbZ4HTs/a9bEsK277k1xOOAMoUkLIpSzamuIMbGb1Qmc3D2a1N4yeYXK8D63RKEp+voQd+yjEde3DoOepxBlAjOD1bSjnkRDuMsRSOPwOrTHNlHoM2Xe0lx1QRvHEHSXAGTof5mZg/5rRvfowqRkqhSjXsY8uAJVZLlIpKhGrkyplLXool51KsT9aYWBPO30LbE4y0VKbCKSxuiKUHc/XTk2zsd6Svo0/BVF5itOeW86b1cyQRvGSbSzBla1yFaxdYgdqQNRr7qyzVhCE7UETFB0G3e9KTR7j1GU27KKQ0q+3SuCZjAN8ju0v08j6s10gcskerm9vXppua/q+aCnOyAmuRuiLWS5pbr6H1Artc5AD1o7s/9GPSgOseYpLPyZpFSO1rqHUH9kwY5deJvj2vfco4KCHZBdHUGNdCXaPGkGwu1Fa57CRhnENtNmLOU8hkNR/ZCwrJ5ZRLv9MtmhvrbGLFivRQ6h3FbiB0Pf2mY7ftubruudoNbLrIzis+QdQcMR6LF1oOMbBENWgq9piUM4DHlIhx/C0RSsXLQGRAGBQGVTzZTqMmC2kvE7qjQFey+8y7mbhvDr+PiS3tsEWiB6N5AgyCH2AIRY+vRVoqa+pZRGqU1CQlbBwwYcg2OSNELCoVQ7UkSgUpUqdI1SwK4b+hHpg+H4X1PWPqwsF4Oj3V0f6XJahJYRdGQb0QcclgNNUaTIUwFSeHiRGUMQnr4U1okUjG+xq9y235PElSBeByiY/87qZYzBvhVvM2yZ/HHgWMSsJ0JDmXfTK7lzJxJqZAb/DELzmeIrkMyUHFfiAuowQ1ztO58+IxQGWbsI0NplmAJqwaKrG0do0tqZTmJcRHEBHAaMJWSrVpMFHQ5ZJqsSKaJs/Po8Gdr5mbk1/LOisexSVWZ7zvMfxhSscznjXasdGj5MkvPqhz6fnwc05g7LJbjyikDOykiN9dk/qOEBPR1qj3xOsrTEwMCFXTsrp1q3g8u2mSZHt8QohFoglkVqDcx1HdE82TyjpUbF7PKWXPSRtx1qBjYPpM7Z3PlKlGqcZE6jtIHmNyOiapAmIigslmlTKfD4//GUlQCcOgC2JyhFDhjMM6g8EhapFgcJXDag6WNFhEDRKFJFK0epLzLha8OrCpjJSzfBxXpE5cbAyR/abj8ZMtjy92XG0Hdn0kDR1JhLi94irV1MtFAaTRnqQlCDRRzE5Zn8so+Gf9sgocCqNocWXNruo6GhcNpW6MPRi1X7CFBE/6nHN73g4cavlfFYkBEwcWT97H+Q3N0uAqw8W+ods37JNlG6sboDShe9maQsxyjIOJnmrYYoInYohSsbNrvDvDL1qCrRAfues9Y447Y4tdZ8ZMpnHSTVeaQ9XhTvKzzeQHzXs+K/uTT/DBZiTezM2eOeTBHIoLG1fSGRk5knTmwDrOxuz5dwCiyh36zZprxRidfhsBMEs6x6JZwREOJvf59cs5U6DjoSpwKoaVMQ7YGDMBGeNo35RGX5KeGiMsFxXGOcQIqdicpxyGMEl/TyXmmIGFoLhGqK0HEeqqIRlLVZ+QzIwETQA1AkIBlO4a8R9B6Fi/cgdZ3QLXorZmSi919MDzgThIlpkwHwZFpkNnEhLHYzmp+I48gV62zcXLPEKuEqyzJXnykOdA8qR+z/69b+M3V3gV0uKMsN0Rr75JMBWDqzk5v80P/sRXce0SaU4OjL9ClqkiogMm7SCZSXZhxpAJmjPXS2ZQQ8wmALvvsClX9tXaEqxBjTlIUKMGJWVuPfnAcHGBiT22LnXX3DkiTaE+2ZHlOPn1ZwRQ+wB/4yOLc5a6FtpGqJ0p8SA5f1VTK00VqSrFVWDMDC3FIAZCzJ5xzh6XC1byRE+kaXLmmOPsqv54M/De4x2Xu4EQssHOknj1b/xFqruvEPsNf+29jrd+8m9n2TbF3jJTQ5WIcVSJCKnkDc73HrM4ml8nkRHIpLi5lwJqkqZATlOe52Va1HzNuRpWRqa6EPAct0P2pgkD+J7kHVEsMbosJaqZgcaBt7khm02b8RrGCGINyTUk2xBdS7AN0TVZ1y+RyriJkzSTqvbQp4hyiB0fbYMcxHeRmZm0yA16ILpoVtm+bKqzLEFpUa+NUpLm8IARoMpz2+n5y+I08xcwB6iD0DeWxo5orttXpDJjyKpDoRRAlCOQnBO2A0AdfhnVdiPFPNCXAk6FoRr5JxgT4I9v+yBp5fudE6iXaKrY6LEWBEsykOyY3NggKUIK+TlHmjeKjDPVqRHBuOI0JYLUNWIcVd2UANDD4OgkqeQ/owqpIlUOcJlJoDhGGbKJwc6r784efA4qZdBv+pEeWft1Yldna+/mb59Be5bNRQrzVmzLjDb1FGC/QbdXiKsQYzFxgOiJ0ZN8jy5qdOgQZ6FeIVhiScIswUMckDggoUOMg9gXv4BDlhCFvK6NLU5qFZqKV58fEM1BkHOydGBH55qHEvOYJGeLAWLfk3SXKcPI6E91w+xTQzFvnwqgNh7+6kdKU2suTeISlQmIraiaFmsN8foh6/Uatz6hMjpVLBUB6zcYV4Grs7plKrsNU56zUfQuL9IAdv+ENx7/Et7e5aOrs0LiDKLgYs9y95jH/Ws8eetv5427PYjJhF8NaJy481GFk8jxFalcIxYJKyYmdeCYdid7vCQmb8JifBADdiLFL9aUrFLLEtNM4B0Jz1z8Hqmm9+jQs8HhB8tldGxTRZCcr2viR3R+LtMCFsCqYlPC1hV2tUSNYbj1NqFa4qtToqlBctbvyiquOiaAN1OJHdk/CuDM9f2IYMv1R5Xa6E042co+g9XvE7y/0SlBvC1zz5oMUsYoldH87so+M0r148CNODGq7QqnmRUAeetIGNFMLEo26SytyQRikxppJDwf0w7qsjRJSZO3QRn1KRRqGsfZ+M76ufnaX6aZMNA8/i7t6RpbN/Sru/iqzQRGDLrrSI8/zIS0pHxKVYNaB3WDuApX19iqxuAxcZnHsapQ46BpSbaabnbyZC2lTg4SmifULaqJuL1Cuz3SrpCqpVqdUp3eyu/Amtmzz/qc2hywiqR0lIw2A4KqHqSQyYv4sxlTJulBb7ysTKNUNQfY+5BV7/0O++A7VI8+pHJ5jTfnJzRnJ+x7z9Wmp91GzKP3oD/D1ivUNeyvrxguHtI8uU998RFu6bCbFVRrxPfgFqTlK2BmqdZsycy/ugV334QnH5DufwsJinTbDFpuMUtMy3TfIoIaR7INvrkDZs/QZxuav3yfpB9kDYOAXZ/gzs5R1xCbUz6Oy/+UThLCnoqoFUkd4clHyEfvsDt7k1tvf4W2MvzO19/h7bfe4HxxC4vg1GRur9sQvv03SLffpLn3OvWizbrpQhEydzi6h4+ql0JEEmw2gW/Xa2x9GFADVMFjfvCH2Lzx01gVztp14XrSwVtEI06gsoYhpimjdtJsh0mayjwtOcFSqRGjOVddjNmWNXhPjLl8+BACKepUPfJFm94wUgiU+JsDyZaZ02k5iaCGIVk8LqtJxGJvciOzhQoz4qaKIWKsRarCLa1O0XoF5PizifjdZDi5Gc00EpUZEM70jCPtt4VQj8TbpDEpZyo1Zl6+JYV9PJaOjOR1ZzUHLQbNXnjHAMWUjWS0W42cf8EnoIAPSkgRQ8LYPDdzwb58jp2esTBaz7NBTRzojCFRLXN+dJwYmaQROQ/jZOTYkX0C1kPnL980YfweG2tsKrOw2JPVCKoR7bZZvVNEVIXsQSZZojeumpg6irRkRjXRmAS1MDZTJdsSCX7EIIyhKiUuJzO5rhwnJXRlBJK5RH/M/I0gNapZM0iV/HepeL6lXIRRZWY/v/HOXnhIOdZyTOq2srLQbJqQNNZLC4jvMMMum1GSodGGpUuIj3j1VKlH+i1UDhMDyVRoGIhDR/I9KfSo72DYlZyZC7RKaBM5qGtGwVdQVyHNCnF1rmAQPOJ9TlQ7FhedSfxTOj4hMymmRiUSgqAhEbqOFCLWFDpgBVm2eUDqeYjx0+1Tu5nb1QmuqnBNxZotr5z8AA/v/QS2dtTO8YM/9TOYuKc+PcNZmQzKizpx9rWv8WT5BmIFay2G0WJdFndRF02LnGwwrGuozI/x+q0fKy8yc+0WsP0Vi/Q9vvyjPzRNxMy1FxFZMwEw5DV05D6aitPFqEopKfi1gJamHPUeU06c6n0gxJCTVA5+8gR80SbG4NrFRLSnez8a8+LM4AymMtjTc0xTIe05xq1opeGEFmR03+eQd1KP+xzBwiSPDQPVNlLtl6hrWN+5S2pOWJiGVNIv3VzWzPqZ/zrlN8oXK/RmtgyllK6QgwPDKD2N7/KzaAnYJ5PnUfHYM5K/W7JrudNSZVeHUROFkB1fAMRVGFthjME4U0CmEI7gIQWGq8fEYc9yfcZitUbqGtMsGPNTlnWat2nUDMyiog76sAxKIYdFmOQzwZ3CMgoBF8mB7LOMEqboWSblihzG+jNrYpBqwSAtog1eKpJxGYDCQLx6gn/vnawKXCzBVWh7QrKOC6/sEtx+/Q1uv/YGdUrTHJIUDwM/gi85rVEKEb/b0l9dYoxQVQ4TeoypkGqBCQNGPVq3sL5NrFuGIsC5m8lOfZfX95hKbRw8ZutDE+o9w/13Sd0Wv7ki+o7YnBKbFc3JKcvbd0sNsc9ocGUe+zOCU7mfEEldhwwd7DsYPNV6jUt3sCVTT9NW2BRZOWFx1iJVwl29h/gruHUXbda4YUMV9pkBp2LYRdKHl/Tpmiv/EbI4Y/3DJ9jlKcbVGYhTxGhEnYWzc7TfEFd38thdPIZ+gPoUTJ2dLoqRRFRJGEIxmfRqCcGwv+yJ+x3h6gna73FVhXWWk6GjsT2yOMO1y6JqfHb7dAAVBxZnp6xOTmgrS3tas959m/j6axhrcdbgFw3srji5e5vK2knlUQ8tLTtOV3czYd5fsbz4Dr5asThZs29uk4zL6xKdAEpQ7N7S2B2vvVqCeznoqaVfE95rWd9aUdUV6urMGWlR5s2Nn8UrJktXkstGpAJamkqm7ZiBqkhao3dfzlsXCOOfHwgl+8ILNxFsVY0fuQkKUNxhNauUrIxR5gmzOEGqNU4aGtNM0mY5DZgnli6quXIdEz0mWGxssVWNVjXNckVq1zhT5SzgPIvWPQeg5p4ZcrQ5XHtGj8YYKh3VLJ9RU8iG5JJrT8mAocX2OPq/CJnxkGL7gjGLI1jNzj2G4pIukqUkhVRKj+w2G4bdBjEuq6+MZSzrlRnSMSB49n0ElFKDIE9jKQAVkRRJYQBNiNO8aF22wmbz52FEBabUNqODxUG4ujGeL0FTx+SgMTt7E0cDt5Z8en1HvHoyrVNcnjvJVOx2A5dDZHl2PpW7GBnBbOEtZvZxMhVBJkRlGAa67RZrBJoakwK1ZNuIhJyLD+tIdYtaV2qOzTVmWROjfkBSyHF9mr3b9AigynkpEjeXxO0Vw+UjQrfDrwbiIpsv2lspS8lHXm8v3g5AWWy1RTerOubQzLGc4nNyAFM3sFxSNRXWmcyzpISzQuUciBK7KyCh/QYVg409NvlSd8kSfCJuejofuN7ssaue9u19zoNqDIKD6EFDXp9NC/UCrZb5Hne7POm8R5oEGkAjJQy+VAzITEBUQ0hCtw/43UC42qL7Da5pcFVFU4PuswQtyU9r8Fnt07mZ1y22rmlXSyprsLWl6r/Doq2ItqJyFkfChWuqusFaM3k2YdcYH7BNg4jg7j+m3V/gP/oOS32V7tVzbFXhf+MXiJcfoV/4YWLTcvb6m0jdUFUWW9kDd68KYcC0C7rtlse//kuc3rvH+ss/Xi6oILYkq82+eFIKmeF7kkh2y7QUPbQU6UJQ4lF8Vp4/oyguiJiswhB7SM74As0YQ7NczIj6TB03m8Y504PDBIfpTzCVpVmdYus1zjbUppkAbmp62Bz6KorCGLLRVHZI0yBVQ7NqYdmSTLYxzLPSz5RNN55gBlA31H5y45hJHTXSo5sG7Jt9vlDLPF12hRfG0gBTPr0iJRN64tV9iGF6xmBK/sVmhWlXVHVDa0eXXEFTYt/1hKHj4vKS/voCUze4dkFlXXHqkYnYmAJKMt9Cdt/NND5/D4G4uYIwoN0GUsS065y6p6pIrsbVNdViMUlhh/dRyLyOAonM9nwGLXrc1Ud4FG2WpOUtYtRMqJLm3GyvfiFLnXe+gFQN1A0qhvN9T+s9q7NbZa1GUt+XZzf57yD/gWRnoYRg6pb27LwkSo1IVJJUoBHtPRp66DpY9DlHpq0QU/pKCe178B3y4Ls5bc+rX0RO76DGknKg2rGnoyqOiJGIbRxqW4aTNX51RrNaHlVf/iyaYjJRFpm8lbNUGojdHn95hfRb7JNHiN9l6b9qMSZiNWS1WUhI5dC2LplwPIQt+uDb4FrsdksVBnwSgrboUJGuld2QuLjqqULH2fUFFkU12/PD9hL6ba5z5gzp4glpu4cQkMeXULfQ3ILTPeK3SBioTcCKxzYrzPKc1PXo9oK026H7K9hviP2eOAxEVXyItFvorwzOtNTJfywN/XS5+Kqa9dlZ1l8Yi9iWhMVJIkp+ibZpcMUlNyG5OJcBqhpHjjtIIrA+YTj7MVz1HpftHVKzQEPk6pf/MrXfoEH5tW+8w0/8w/8Er5w0SNgXL7ssxm8ePeSjX/9lvvRTv5eQDK996Ys8cedUMVHbCkkRGbpcDVVMloow7L/1azz8pf+c7uwLvPq3/WFObp2USTPqYjUHX+rohVRI8+huWoieIhhrX0o9JSJUi1xdc07Qb0ofogrRYqLFdiuMNdSrNa7NANXYZkbWb6gIR1sQsxWZAsQa9Sti0yBVTbNskGWLugU5/+FcZ/S0su9pcPnkYHMApxmQfQa+0QolH5vBMHpHylQWBM0eovieePkIQj+pRr1tSNYhURE1tGKoKI4RmjNv9P1A33VcXV+zu7xkcXrGsj+BusXpXIUnk5RkMot8hCrTNCITprDLdX7S9gnEgF0npI2k0JBcJAG2XVCEriOQypLU/P0cL/aXIakSA3bziFAtshTqs92VVLwkm5bqzqtIs8C8/kNI3WY9OnDa7Vn6AWdMBo0Y0H7I8YOmQiUWCfrA+kwAVTXYU4cJHtNvgUSQIsUNAR16ZOgRP+DqKktaRVJWVdQP0O2Rxx8g+2vMyS1YnWZANOOoHOabomTWN2EaC3WNWy8Y1uusgi+2szmz9zIt91NsZCO3klJOONAP+M010m1JVxeY0GEwUNUY9hhy4ucYU1Y9m+wIJqmkYnv8LlBh1aFqGJIw0BK9IwTYDomra09NR9heUxmFPmWAfPwhbC6QqsLUFbrfk/ZdBvzHT6CqkTtfQEIOIha/w5keMT1mfQ6i2M6j+yt0v4d+A/2WNHQEP2RBICj9Thi2BpoVdcohL89rn75goWQJwhqDESUMA1UK+Fqw1mBtXd599pSbMi2IzfVfNJHEEUyN3n+H9qOvc+m/wrB6naq2LH7497D6yT8K7Yqv/d5Ldvs9KbWk3R5NQjKGlCKbIfH6j38NiZF0eo/hg+9y8lNfwRghKKTHD0i/8OdZ/j3/KME22YU5KdXmIV948x6Pmju4xSJrUYsLZTs8JJiGgWUG1ZRtGVoM4ZSYGbGCiVmSCy+TSkJT9o6p6mxvGCf/VKV1lKCUib90DlGXxeMSPKfuOa6azwAnIT8XBpJzRJMjo+N+l11D2aJiqJcrXNNMLqezTg/bmVpJnvHbfDt9U52C9Q73WMSJI9ngBdvE6cqk0tHRG4JifEapCEDA1jkyvq/XBNtCs0Srprgul76MIGpxTYsCy5NbGIS6XebxmeWavFnn7PA4Mr1PRvV1cQRorIAzpFV28NHlCdRLonVgHcblYnRTctqZNCo3n312TXnqgE/XFGFQh5TxUqM5t6ZmJkdSwMSQJdEUIPTo9Sbb6jZXSN+RqjoTtu6K/vo+VdNQta/kYNCSP2+8R2NtdnBJkhkFyZ6EqdsSHrxH6ndov4UYCI8/InV79PQU293CtCvc6V1IiVDy0Nl+C/01Mlxj/RWqK5ITKNqP7KFnEevQZpWdEq63yLDDnQTEFeeX4nwxd1x58TEdVe9l/qectHnYbOgvL4jXl/irK8R3VFEwySIpw2jUiNFADIEUAsYIcfDZVFnlHJQxJVQ9qBwCjI2gfiAOA2boOO0uqc1A/fA93H5FFx0hCen6Gt1tswOQJKTrMFcXMHjS9QZ1NfHhfZL3pP0G9R37tKGOW5qzDYsh4nuP/+gC34dc1sc4elvTm0IbfGAIhjg4QimE+pmp+IyOiU3ztWK35/1vvMNbCMuv/lEGs8ZYg0GxaaDaXLPcPuJxrFgbj9w+wSLZTiAV6Vu/Rgw7lsuHhKZBUSpnSc0KMYZTo6zbCn33m8SLR6jJ3j8g3HntNdg8hicf8mirXHdPePgX/iP+wB/5g/TtbYwR2hZs6gluwbQOVreoL9/l9R/5AsNiiUgGUh08vPNXWLzyZfzpDzFGyxtjEYk4Z6cKsCIGa7NUZl5CxUeKsL2E1SlUDRMxHxeFSJHmtGQsUMRlA6VxLkedOpvdesc2Y9aPcvvNQUoNkgyxrvHGoQrh+grd9wyl7IZ95VUqe6u41tsbfdzo70jAeo5kRZFSEwepU5UpQ8g0q15OxTcmGM4gUV76OG8UMGAkUTFgJNC0NVK32MVtfLUmGkswFlPVkwfX6EFWL5bYqubk/B5tu6RZLTN4W4eOzgyj1H1zWszAI8NmCf41QlORr7E6A+MY2hOCW5R3KCVHm536no/3kdQ2++H7ubZ/kpYQOnUsNeFGgHKCxATqs80iDLkkeeizi/aD90i7a7h4iOw2aLsmLNak/oq4fUA6vUVz91VktHXOUpkZV2XGIHrwivguOzpsLxne/SZxd41dtOAc3e6aXhU9v4O9c4/q/BWq9S2IkTj0aN8h+0vM/jHSPcb0bVaVi8su7q7EABnJyViXp4Agj99DNhdUdwbqyhCdzUycfDbSE5CLNAKo5gTVMbK7uOD6ve+iuy3p8SOMJhoEi82JDhJUKWCTJ/qBGDwiEOoKV1uqZc6vxz6gMeel1GTJTjcCfk+8vMb5jrvbC+pQs3i/wbQLBjmloyLtr0n9DtNvMf01buhod1dZpbgNJFuzf+97xItL+n5PCAN29wS7f8Lp7TNe2V3R9YHuo0t8Mvj1HaKp2dmWvTPlfQ6se/C9QO8Zhpt29+P26VR8GjGSAShuN7z/y/8f9FvfoNtc82PDNdUXfy9atXTvfxc3dGzef5cPf+Nn6WKiMZH0d/1plj/9FiKCx/LtTcVJfYu3Fw3egt0+wW8uqK4f0L3zm3T/0b9O+Mm/j+3Db/Pjf+D3EU1dItkT4oQ0ePw7v0L7S/9Pbv+eH8Ff7tn8jcDyZ/4kD773PU6//auc//hXGBZfIa1fz/Evb/0ow6/+RZaP3qc//3IOPFVFbc2TdIfq4QXdN/4zFvdewb76A3i7wBhLSjF7dpn88kdi8TIqPvUD/v67cHYvGyRjLpiY6gWxWVA1Dcv1SVkcI2c+MugzYv4MYpQ1S1o0eiEH+eaZW9KqFNd1sagmJAy5K1OVxL8wDAFrcqqZkfjOep9tZ1d9FmFUJhuejlxoytU61XuS78pzvPBQTsMg1h6yLFhT8vDl/HwGyfV0XEVdN5hkqRY5sXFol2iV1TlT2hmbcw6aAm7aNBjnqNtFTuZZN1m6cUWiNeaQ9qjYi0qSoMlGdHBmyUGo1uXSNZIE6iVqHbFeoradzrcul7A5rlw9A6f5f3PwekmQSkkZek/ddYgoev0EkQqzfYJcP0aHLpdzGPaYJx9kTdX976K7a8z1Y2y3RU9vg4nEODDYCmyDdw1i62LHLfNolsZdk+Z4P++RoUf9gJOEMYolZKJrhUaElp56uKLqW+zugpQU6XcwdHluDYGwvUYvLuirxOA8ZrGmOi32xRiyaqwUSVVbgdQweHRznW1l9aooup+vivqkTRWGMCZ8VsK+Jw49+82WYbuFoS/W0qwtQm2uOZeU4HN28bGCQU4eayBZXKpQY/H1glgZQhcJmkhSsscET9xvsb7D9HuEANur7I3pLEEaYt8R+x475D/jh6w61ARGSZLYbDf0QfFDR4weN3Q4nzD7gfbiGh8hqkVdhT05R+oFbb2HwWOGHWboaFYGszBQL4hY+JhKxZ8yDgrS0NN99xv86l//Of7ar/4Cb9SBH3MnPPorv8qr37mglxrXXVHZb3L//vewD3+HDx8/4rf7ild3d/hTZz/I3VXN9nvfYbsdkM2OjbnGXO2pfvbP0t16hXV3n4d//a9z7+Id6vdXPPzyT/GN5i1eMy6LxCIkH7Mabz/w1k//PrqH9/nJt++SHv1N9L0v0ewe4HXBh7/wG3x796v8nn/on4Zug9VA/Mk/zvZX/jJ88fchcaAxgd6seaJnPPrFn4fNY27f+S4/9McMD1c/mpVrmqUaYx0hDCXANOeaetGWdtfs/vp/Tnr9B9HVGWlzRep37Je32K3vcHr3Hm/84A/hSsJd1UgO/sx5+CAVbVZRaU0atvx/AlBl2HfEoScNPcn31MsV5vQ06+ylQtXndDKuwp5/AdOs6JNhv+1opWbRpPzs5uDIny+RicpBN39EHYumV8sxc0ArnKPvCZsL/JMH+Rz78VHl37eJwdVNLpQpWeVspmKTBqsJh6UyifXpLSwJd+deVus154hdTuo5Y0yOxZPiZi65wqlqQlLAty3OGWxlcM2Cqm2Z4nHkENRb3swEUqM6UzR7P1VOWegKqwld3kJdA3aJMfVBGirxXNN75uAVeXj2G1umC75wizFxdbnFSiTtHex6pH4X++i7VB+9Q3AN/eIUXIV5/F5mrr77DnFzRRs2VGnAvPZFjHyRjVtx2ZwztLdwzTm2WSLzRLQc/DmT98TtDtlvketL2G9YVhnEDD2iStMsqNoKYYvstogZ4GFDUMFsO1K/J+626G5PeP8DuLhma1o2pmV97wuctxl0tN/npNOuhhZSfYJWPbLZwfAd9PbraH1CVg/3vJyEn0F/uws5c01K7B9f0F9f4R9+xPDgIypjWDqHihBEsko6GEIA24XsIFJSlVGBxgoXazQs0apld+uLBNPiH35IjNfAHkikbsvw6COqMLAYttjaoa2iTUu/COztEt/nGnDO76j6a4x6TNzntds4vAbef/Ahl8micUBTpLWGxho2YcduOyB1izm9h1me0nzxR5H1LczgiTGUkilbFtJjpYPlGb3UoNVzx+tTAVQ0jvBbv8S3f+kv87O//PN85WzJP/2Hf4J2Zfh3fv57DK7m1vkrfPWtNb/2m7/F3f0H/NE3dyzegl98nPiXf/kv8X/81m/yD/zgPYzfg2vYO2H36Jyzd/9Tvnj1dbq3fy+rW0tWu/dp3riH+cGv8uof/8dZ2FU2oFqLpMTm3ffov/FN2ssr5K7FXzxkuHvO8qxh9wv/d5brN7mv5+ze3bG/vo/+zi/z4Nf+JnL9IYu2ZvuXfo7m1hfp91vuhvdYf/Vn6H771+kev89229PvNnzp4gJdCiEmQtBSkTbhfS6fnnP8vSRXZXMxQIxFnMVER0zKvuto+p4Qcv/VZNyFya17DGw86HXy7nJMLv2eilu8Jw0D6gdsXReJSsBW2SU3ZvdSYy1aN6QkWY8t5tD/kZJDM/c5uvOjUzDmvB0p+mZrW6PPjgH7LXFzmY3/o93nBdsoQY2SjJkAapSgimu5rbI6iYh1DnGuSCnVZEMyBZiymjczIabE2VhXkVyFdfkYY22RoApAIcdu9Rz+JoAqEpQhJ1c2KFpVmfM0FdFUM1PaTI06SmalGNzh4WcXG7+/rL1EE0Pf0e8UDRbTeYy9Qh59hH3ykNQsSeTxE5PyfOi3iN8hGnI4hHOZaDUr7PIWZnmCumrKRnGQxEvC1hizx9d+j+z3SD9gvC9pxQwSPUYTRiNWXdamAMQe7S4RNRifUN8TU1F1dQOa9njxJOmIixN0tyFpKrbXOKUPYr8vXoABzA51C9L6CiGSQsfM5ebFm8BYQ0zK/HF1A8sVrkjvpOwmPzHCMU2p10blSVSDUpGSRXy2tSZTg8vZPNTY7GFZ1UhVQ1UBEQ1CRAneZwch6fBWCL4nBY8JPocRaCwrO3u5BjVsQ+Q6KJWRnBigbrJnthWiE2yzxK7PMKsz7HKNLJbULvfnHDjvcNojWmW7nxmL2D67fToJauj46C/8G3z9o0f83V9+ld9Te95OD3gYXuNOC+HiQ15//Q5f+ZFXOPMf8sEv/DYpJpZLwx/5yj0uF0v+06+/y3cfCK82Dlcl1k7YPPyQy+uPeLitaB9uOfGwfv11tm/+BBdv/93UYZkdz2IgpcDFt7/Do5/7D7hzcpudOefk0XfoLrZ01zvq5QnDaz/O5qLDSqT71Z/jK/Ga3V8wPJZz4v3v8NrwkEoveefnf46Hmy12+5Af+/YH7IYFqz/0p3jyrW/RXH+TjXd8+HhL1w9oTITgGbzPQbreT7VjXrSZZsniK1+F269Du0LDgKbA5aNLnty/gGbL2dU1bdtwuloAMrmjagy51Ig95H+et5SUbj8QQ6C72hK6HTp06DCgGOp2mU1A61vosIerB2gI1IslcnabPoEksjdPsYcdgCp7HaXtFfghx1ukmG1py7NDCXR9hkmqpJaJmyvixX36Bx/Qvfc7mVjV9ctx/WKolssMRiI4m7fWGFzJTGJFcU6Q/QqjgbquMLXFt02u4jzWjprZe0xBClM8rsKiBc1xKNYIddPkzCiTBHXIkj0F7o63WKQoQbFJsdHg9CRnpl8sUVdTmTYHQwozkCr9FTudDb7ExxVPxeKNWMQ3JnvcS7QYPE8+eo/uosEZQ7N9QtVvaHdPWO4eE9bnDK+Bqx2tt1iNVHFDEo9dr6Bu4PUvw5e+RrM65/b5F8DW0CxJxk6jIoXm++0Ov93inzxi+PB9jN9TbZ9gU8/SVFjXov2WFDqiFTxK1Tiq1pL8NfGjryM4rKwhJPbREFJD/7gjhB1JA2hAdzuCQAyR3cUlGjxmuEaCx10/wQwdaT+Qek+89yHDo8vsFNJd87IJI0WEunaMi6M+PyOtFsjtU+SLb4ImTAiE7Ybrb32dFPrsbDJ0GRqNK0HuiUjNwCkEsBcR0yiruxXW1UjVQu1xVnCrNR5H5SOy39A9FoxGwuBJPvD4+j473LRuNHZI6PAmMlglWsN1u+I6Wb536XnUK2/cPuV8tWB19y63797DasKmgFudsHrzBzDtEnP+KlQNbcjVfZ05w4lC8tmkYB00q5zr9Dnt0wXq9lvi6Zd52zT8gR+4y6ut5TtvfY37b/4M936q4d77v87p/j6//Yu/zsP/+D/mjuwYgjCcCMgZ7Vf/FH9w/Q5nu/dp2zXV6WvYd3+JN+957r/+o9yXM5rb5+xf/2GWX3ibIVXEV77MPoCmnGAWFdrlgh/4u/5+/OOHPP5rP8t13JCi4bF7hffes9z+/V+j677J4rVAOPkNhutrHv3O3+SDdMYidZzFJyxfv8O//5vf5o27t/jaV/8OPuj3vPr3/Snk7pvc+9IPUKc/RF9VnEjLYlEThkDfexYplgKHnhSnYsYv1qzFnJzD8gRpWjQ1oBGz9RiX03KnEkA8SSJjlvZSiBGYMo9MLqvlrlLKZbST6iHZQ/mbig3aCsyQubTR68+YwrGODgJyuE4+IvfhB7TfY2IJiKzb6WaeJTnNzXU6Vu8MfS5PbST7ZL+UBCWTDcqY0f6Us0lM0hCKuOwdl1MsjtLSQQriCKBGaWgM+k1ZYnK29E2RoEzxtDMzUHsaoA5OEpolDEpyTtJBkh7taKNDhByAzWhO3WU05AwjRjDIFEQ7/kNGR5sXHk40JWLfMaRIFAObK9LuEjNssH1PqgaCDxkHo4KkEvOY7QsslqTFKSzO0MUZdnmKii2BvxzmY2FawuDxXUfoOkJfbCAhZM9fig0vR/OWlGSKVT3UQAoh92tjXifksJQ49ITOIzog2sPmknj1mBAiw+VVBqjuMpex6TZYn2vLxf3AUK/YrR7ngNL++ngSv0grEvmYWNlUVU5tVllMqiGEwkj2CAnRmAN4J0/XEj+mech9EtBE6AasWlZjALoxiHWIaTCVxSzX2JNbuT5ftyFFz4AfPb8JqlQlNkvJ5oGIIRpLtLkmVFQLTQBR3PKEer2kPTtncX4nl+aIAbdaU52dY+oF0rQlE0oCW9TsVtBYZccusdlh5WPW/Kdzkji5zWt/+r/Nl3ePWS4N8bW3CG7JnfUpdxFcfMh/8uf+Iqv9I95+5Svol77E1fV7bB+9w5u/56u8/ff+w9z97jtUm0e89+f/DfyDd3njC3f54u//Uc5+8I9xIve43g0M+/fYNQb58BucnrQEMVjJqUYMiq7fxn/0HvGdXyK1CrpGrKW/esz7v/F17pzVtK/9IIs3Xuett3+Ky3d+g/vfe4+1Bff4Xb57teT1n/w7+dN/4ie4Uwuv/9iPZkOkMUgKpF7ZdjWqKauASgaVBkANMSjJCSkluj686FSFZom8/RNZ/DY214FBube6y+LVt3BVxWK5zLEkSjaMDh76AdMGpErTQpyUSJPNWUjGohbas3M4PUWGDhkGqtqVLPFZJaDkxYgm9PISaxtkcULTLHPoQEnBMCmVVCFG/JMH6OYS8dcQ++xluD7L9jKpJucIhSmTQgl+KZJAYrlasnrzjbzLvhzHLyJUdY1zdrIhZQmqZJ4XsChGAlovIA2Zw7SJurZok+ubTeEEZTuq66zJAFU1NcRIJQkrSl2VKsNjImGY7HVHtqJxIMpvRhMmgIYGKOowZ4nO5nRHo5pOCvimiAkD4nvsw+8iw46mbXDO0ieDV0NVGZrG5Dm1+PhEnN+vGU1Uw46qHzAa6YeenSrXbok1La49pbELmqomrNdUVnDVMgPb3S/hT+4S7n0Fv/wCuBaGzOwkipNAkSLiMKAx0D18zPDkITJ0GBGiWAI1JirSR2zwVJsB6weiizgLAxajNdIskbNzkgrdoEQ8aq8x1hM3lwxPnrDUjqV20F2z7bcMargchJQirrvExIGzsMWkgSEafBI+evgh332yxQoszZhv5MWbEaFpSg5BFHUGkqJDj/Z7tNuSHn+A3V6z9BtS6tGmAieYUj6I5CFFUrdjuHpAGgbik4dUTcvZnTPk7ByrCs0C55ZYJyxW5/DqDxD32RYV+479xSNCCEgy1ElotMclT+q29LsNqZTYkOUJ5s0fYV0v+dqPrxhw3F41rGvH+s4dTu7cYax2IM5h22V233dZSlaf0JglfCWnOYtaEg5/Hw7qUwGUT8pm3+OaW2ydQTcd0kj2rkMwtNg3f5wv/vCPsH7tbdzJmubxu+wrx3du3+N6UMLtN9h9+xs0X/0jPPrwXa5utTz+0h/nyeptdN9hV0vC5l0uO6XddwxXG1xd0YWQ41P2W7Z/6c9h3v06i0r4gtsRjJBOlnzr8RXN2S36O19icGsqvyO88VXa13+Uu/cf4h99gPM7lv01q9ffoHnly2jfcbFN+D67ySYyN6IoMnSk5UmOhQsJHxLBR5L3bDcbwlhC/UWbdcjpHWBmPhBYVC31siS91VFyzBmecwr9UGpdHTz5xtsYY190ZLuNwVZNNviXwpJTiQmKt5BmOxspYvoO7fa4qsXUKbukc3CymqShlAuT6X6D9lcQ97m8tOZzRoeNIpMV2jxKV/lXA9iqolot8z2/HD4V5wab8zzawtRMjg7mYKaJrhRmy2Nrye7e1pXYnPHYGwCVE5TkPJLJWSzgJOWYwCJBMVPxiciUXuooFZRQYttyfBW2FIibpD5zAOvJfTwzZ0bJQLW/QroNjhZXV4RgCMlgo6EWg8gCtM39v0SzyWNjh0meQQVvbIlhcjTVCmNrnGtI9Qp1UkqUJ8LJHdLpK/jFbfrqJHtHplFuKP8XG2rwgRQ8vusZ9ntcKul2xKBYjBq8V1KIGJ/A5+wSRIUAagRT17j6lKTgY49GyevLmGLv3GPSnip1BGMYqpoBR6ctKSWqbptduNMO1YFETZCKXb/nUR9wxhAae1SV5UWbGWuQjRHbRkkhB4NTpDjTb6mSJ2kg2lyWQqJF4ljTTUkxZ56I/Z5wfYH4NmcjaRukWuTyHHXOCmHbmua0IXR7kmvQbk+kIgxDFnAUXNhSxY6BnNYrWEPfVNjFGe2tVzGLE+4tsiPPSW1orbA4v83y/NYk0c21JyPDnVKuCBELrRmjOqfckh9DQz+dk0RUdtGy3SWue8/qwUMqK8jt17CrU0Qb3v49fxCrA4/eew9jDevugrv3brNaLhCtUdcy/NBPY6xh9dEH1LLjsZ6wffAY0zaYVZNdItfneJ/o1ZCSMHjD5ptfx33z17jdPaZ97Q36D94Bk6gXC+QnfhpZ/W3cvXNGd+se4fI++/e/y/ZkT7QtPgkXneLcCnZP0IcX0O5yWpU+YEvwng/CIA1oQmqLczW2Mpi2xcRInQLdxpF2A1ED8WWdJCYjukK/y2Wa/YAZ+izKG5e5pWELoYPH74PfwXoNnBzqq5S+gCyhGEvdNKjqlIUb36MkGHrU7wnXl2w+eI/ke7BLcEr36AF6eYGvFgRbc/veXe699kouZlavD2pEOQCgSMRqj2iP0Q7VBhi90ORwb5rVEaIGmgW6uoVePSBurjIAuLm48WLN2Gx0ttbOynof1GVGyKqPeoFEg5GcINOJEk225aSZem/uMi4m3791DnUOp4rTWPJNFhVfGZejWKj5M01eExnB1dicWUEjlErT+RgzO1cOIBc8+B7TbTDdNbJssl1i2BJ2e+oa7EC2aT7DaeVTjaURVicLbt+6TdNU7JpzuuqEQWp6aRHj0KomVhZ/3oBJ2OtHSPTI4hTbLHBti7a5fMu8TouMc1KzNkJjpOUV4qqFbofsrki7DcPmcfGeS3k9WItqlZnDkOi6PXvf055ETk2LVDW2WaNVi5E3wPcsm1PMZovsLthvL+kRtlgCudwNKRJjg0bDFoOXSDy5S1yd42LFeWxo64q7J7mqNH/pN194TBVymqKU8wWGJw+y9+7FQ+Kjj7LL/vYKCR319hGSwgToTkveOitgLSF4trsnWZp3Dqkbgm3wtiHYOpe/IANfcg26vI0sI9XqDDN4FmevU3tPPQzZiWHYYnyPG/Y0/R5jJNtZF2sWr30RaZeE5gQ1jqpkr0y2oQ8Hc8LEeADG5PuOvUdjLGvL5Iwkg89zIurHrvlPmeqo4tabX8jeTN6zvf8BawbWsSNxgj09I+47Kjz1LYOtGxbuLUxV4Vc1SRqSqWhfeS3Xe2mXJL9FiRijeHE0vof9ltNXXkFrgzlZYzSx/ZWfxX7zt1gvG1IKpIsnrF3k9pde5clOufrxP0Gjt4mtpWprJJ0xbHc5M7pz3H3zC5y+8XomJv7Hsz2hcsQEtRMqowxDoFJwvSdqRFGqOkfSOys0onRdR20s500uvTx0/YvO1QNHP/7gO3S3QYYe0+9JYjMwRI9uHqN+j14/hthB8MW4WDyh5sxIiS2pqlxrZ0ysm0wRg8KA7q+Jm0v2Tx6SkuJWazCG4eqCGALXydCpodKBe7cW0CSkXh+XuC9BsYaIISDq899sWgkyO2c0lpGfq12h14+I+11+L9XLqviK1GIONpyDN90BNMTYXK5BcgEZQyw5I6WUOpEZkMzAygCapSVrDTblEvLZBbwEB082IKY4JIWiNpy9+PGdJVNCCKYdEzHX+eHjCKZchE58h/H7/G7FkvxA3F2hXjFRszagPT0O4v7U4ym0i4azV+6yOlnRnr5Ft7zHjgVbWRJjwg+eZCGsBCFAUEzooF5g6gZbVdk7cfaSjnw5ILuoqqLmDG0bdHuFSiDEHlWPpuzNpjAxZElzKYfdLnK5CayjsFxvsIsVsjrHWIetDKKRZnELhkC4eMBw8ZCu69lsd4cHTYHkKlSgF0cQhdNX4M4bWK1Y07JsG27fPsO9pBo6B+embEtLiXB5gX/4Aen+e8QPvp1j40hY9bRxk8NJrCmCdEl0LRmg4hDoth1WhNplj71kK6JxpBKQnCjJr22FLk4Awa1vY2KkWd4m+oDb79Dgc8mOocMlj0Y/hUK4xYL2/BVM3RDr4uASfM6Ubhx+BlA54W0GqpE3ikOuBqHGoFLqXYWISuL7OUV+ukwSRrBiqOqaxXqBOV1TG2iqHHlvXUbHpROqKht7Gwu1s+w6T1RhWVXU+yvC7/wW3W/+PLUE9NYtVpUgP/z72fYNqd/TVEIg0j36kCf/9r8MX/8lFj6yufUme3ruvXKXe1+6h3vzbYavv097+x63WGXvtrpGF6eEIXJy54zg1lROcCkRfaBZNVij+JjVLDFGlETTCikkQozUzuFczq4sZA9CTZHKCmpyrqrYd1RjXZMXaSlithekvkeDJ73/Dvr4g+x8MPRos0JP76EpkLaXSPKEFHGmYula6nqRC75NRsa5rCyFS892E6a/ou++fgJXD6mfvIsmxYZTxDlWC4fUQrPv2Q+Rxe4R6eECc3Ib25yixpDp38Bw+Zh4cZ86PqZKG2T3CLP9iGRaMBuwDdqeghz0zdOt1jmyn+UZLG+R+h3p6mFeuC/cpGT+OPyiMEk1I+CoGNTWWZpkDylljzjSWECggMJBvXYYUyb9uvFS3L3HtKeTLJyBWadTjl/L2J9qyXJhs4pcsm3OoDdCQudgabLr8Mk5pm2Jp/dIyxPEK04NpoLUCrFZMbS3XkqCwlbEs9cYbn8Rd3rKsHwF39xCqTDUaEyY2iNEkvSElEhqkGQxQZHBE31OyzN/ljQO61gWY3eVpfvLR+j1ZdYk7K6R/Yamu8gOCiZnzs50xTHYsRaaIE6gbkntSQ54t01+RxrzWJ+eYkyNXd9Gb7+J6zrazSa7UvsOYsT0m5xEWT1Cwt57E3v+CmoajF1SV4561UzOLy/aUkzsL6+R7VUOJv7oPfTiPmZ3XRxeKAHlBo0lT2CpdWWL09JQ18R4gltWLM4arLUs2wa3WKJ33iIsTwghkFIsaaiG7IDi06TCTkkIWCKJrhuIfYeEAJF83RAxKWDTgIsRri4xdUtYZMcqo6MnasDEVGxQOWWcljUcfGaMvc9OLVPtqZiy5+ZMy/e89qkB6mzdctUlrrrI7VWDVwXjaIzNue6K265UVeY2TB6UZmkYrjv2v/bXsBcPWQ5b1utb2NUau32I7q5YffMv8N7vXPD2H/072V9ew4fvcfXv/Ctc3/8e28U5VWNpTl9htWxYLSObwfDgg8B+19P/0l9juB6QfsvZKyv05B5xu6VyhlRVJFH6IRFCBu3sJGCwkiO0QxFPU4gMHlxKGJ8VC0Y0u5aHwHJhsEA/DCV1yqefpGOTFLCbx8TLS8J+R/rtX0Lf+23Uh5xy/+QO+voPEVXZd9eoKMPpCVXbYt0CW69Iruag9x0NRQcyqaLFqSFNST512JOuHsHFRzQPvwMaseEc0zScru9RLVsWw5Zt6lhsDemB5sSh56+hpiJiUD/QXTzCP/iQpXsCZodsP0I2K4QGkSXUJyTXZtfiYgsaQUqaRU4xs9+gqzvZM+viyZTR4oXGE7BTSXKOpMr8zosNxBjU1XlsQvaKEx0N4AfbXO5zBlLFdd5YU0o/ULTpJZ/YTEQataBPg9QM+kZVnsuZuo2JR1Wmx2MP1XSLdFjVmLO7SPKks1czZ5wMlXGYyhIbS6gW7Bd3PtaF9/s1dRXh/Av0d7+CnJ3T12d4tyJptllQGD7iQBieFDfurJK2PmF7TxpyRoi5J2gcX0r0EAP64D5sLtH730MffZBz/IUBlwYW4ToDd2XBabappYrOOAZyGiJTZ5VxbM9ITZuzcBhB1GMQuPUqZnmeGbGUqPZ72qsr0jAQNhc5fst32TsydJAC1d1XqW/dpala1s1qqpb8si3FyP7iAv3oPdhe4568h7t+hJNEbUqWcwSRCGUpZLuqoaoNxirJLAiywLlTlvU9XF2zOllj6ga9/SreVfirJ6R+h/gtZujw1cAwBJJxJOdIyeCxRE3s9z1+t2Oa+z5BSPkdDNfYfiBVS6RuCcGhVYuzJR9rSLkgbQEsKXZzVS0MSxYEYnHbFLLzjR2VKbOCic9qnwqgksIQoXIZ550z1NaAtVhjaJzklOqYXHbJgDOW7dUV4Td+jv4X/wJsL0lvfIWd76hWt+m+95vU61Pu3DKszk+5xfv46x27v/rvcvsHfpjX/9H/AWc7z/1f/Wuk732b9sn3uNUI7d07VKdL9g+/h7MVXa/UYU968C3OTk6J/Yds1it22tB1HkWpnaE2FSJKZQ19P2Qa4Sq2+z0hRJa1xVUCJJwT+m4gFRVQQNjuBlLIRQyJWaJ50SbR4y7eZ3j4EN3t4PoR9FtsDNjoIbYQronWYVYNyVh8syJULUvbUNmaJHaqqZO9onK8j47UUfOiIAQYBqTbk4YhqxmMpbl1K+cEbBpM5YohPtE4g7SO2iQqv8luuFcPoGox9RoTB5wGlEhKhkEdZp8wFzv6uGczXCLLPU19F6kjtlpMXpJoSdqqKXP467OcK8y2TOz1Cw3oAZgmZeKRTWhmUyrqydFllyK55HPMLAZJjhbQeG7OjZedQQRKepqcqX+8rnJj7cnsB+EIpDJ0x7mgV97p0cG5ku2UHzFldVcJehUxJM22mWiz6m9u9/nUzTh0dZtgWzwOHxSfsmo5lYq5OaegFOcYzYBrs9o5q+TkkAexBI+Hvs+gsNvmkjmXT5D9BuP7rHYdA3FJJXEpOYjaCDSnuU97SpQlkoQqCfbkDD27l+tEVTVCIvVXaMyMZZwCXQ0qDnFNTlrcLNEYc+VfjeBdzino2lzbSmweByC9rBMPQIykywvMfocMfbZjWosTg5VUKg1k4DZjvSULxhmoHVSGaM8Y3BnBrkjVWWbA22X23LQVakrwdKygI0uxMcdOopQE2WXeGsG1Cw6ZXoBYI6HBxBY75Jpntl0hdS6nQlUfnI9krBqtxUGm5NZUxaQMWmMGfEaQKuVWRlXlx7VP5ySRMhquFxXL2lLZTBzFGKoxaNE6nMk3HWLi+r0PufiL/zcefPsdFupZvPdN+nd+C3N6Tn3nNepbt1g3gXvnFY++8S3YbzE//+dZfvtXiX/kT9I9fMiTb34TffSIerXErX8Y312x2VzTXXzIm1/9It/69XcZHr1HtbukkoH1nVMefXRB/NrfiZeWoCFHZ0s2GOYJG/FR6Hwu5R6S4FxFkpRLucesUx18IsWAIdF7X15yZLfdk6NPXryJ39O896vsvvMe6foarh/C/opGAks84sH4E7Q6IbzyRQa34LtxxV5a2uoEZxccovHHdpxWSFWJg0eHAdlcI9dP0O2W5AOubmi/+MWcHbrvoDhUmBg5bR2mdaAeuoeoBJIxaLumuvNFjA80OmCIhGjZagtPPPQXXG233H/yhOb2K7y6vEu1OqVZG6x1yLCFOEwcF5VDX/kCCWGovoVq9xIjypRkN0uPc3vSAaQyEXUIER2y/jwvsFTKvB8AanKQKDYoQXOi3hJrApl7zHCRXfHnEs8EUM90/1LG2C1RMOKxkiV2U/qbm6YQipOAzZJzkmw7sSUaX3JC477PiV3Fuo+N0v++zTWkO1+md0tiqhiGgE8hZ9+vm+n+TeaCMtNhLVAXG1oZa+Oy4Twmgh8YHj8hdXt48CHSdzTDJS70VGlPVbhqISAacEREDK62SFWTTm+T6iWpfg3vbuOqmrpusHVFWq5AE2koSWaHD5Fhj+96oh2I4nLohbjslu7qPD5FxSuakGGHRE+qlwQq1FQ524EwVV1+mabDQHz3Xaqww0ZPg1K1DRbFiWbtRtfnem3RYwy4SrCtg+WaVDcMizfYNW8wSE0wixyasKhRa7FVqexctVnDr0LoelLT5zp4JhJDnkwGEOtozs6pTuLkYWlixMSASQEJHcZY3GKJOJe9i21V5qbgDEU1mYuravE2Vs1hjaqKpOyCnopENRaHRYo24rOSoKwRage7YcDZJidZNYbaWJIejMxehaWziASuY6T+Q/8Ib/0RQ7q6j77726R3f5snacHdNiHbD7Ep8J1vC5snlxAGbDWQXnmNjy56Nv+XP4PZPiDdeoXQrNF+S8BTn9/i1a/+EI9++9d49OvfwP7w30FVVZydr3nQOZ689Yfg1R+jHyIxKbcag6IMIZBU6WKi7z3b3udBDYnXzltQ4eJ6T1MZvI/sOs/l9ZZalBQ9mrJHyvVmx9B3pOhffLamBEOXAx+HTU6TP3EmBqkc0rRIu8SenOOqJXVckaTO4vyUtTtLSyNHLmjOs5dirgzcD6Ruj3Qd0nUwDDkjRZmgkyOFlrowQjbMmgNhTzrA/iJH1K/OkRgxKWIku5EmzVimncd3ntANuH2HdttMrGxNtI60vcyeihrzn8lELO02RO/R8BJxZTO1XhY6yv2PXP4kPcnBgUEPbs8yA5YylLMxLdICMwkMJo+lsXTG4UYObvZSRDodpatp76hUlFllWZ3tz3LdeI6OwFs44CnKQBO5JlBEUyCGAbU1yYdckPOFm+Y+Q9ZAkMjVhW1OsTNdOx3sm6Pn5OidkteWz3bP3Qbd79FHH0HfIVePsu0p7EjJk3QgqscmnwmeAefqnPS3qnKqnnYFzQppTjHuBFPlVD6myl5spCKdp1CiNMobKMHbGIeW/Iwp5c+qCTvef2Wy7aVuMHUNVYMW5val9PmlSSr2Ls1MbybmYzBulqAMKfNQtcteqXWNlOKV6hqol7BYY8RhpckB5nWVx2lMF2YdYrNtc5xTOUOKKUycyYJuVrrk7BTln0k5K4SkiITsqm/rJgeSO5fTsxWByBRhxJDdylWzjVGK9kYVrChpVOVpSbF2lOfy+eP1qQAqxMRl53PC1F2grSusgbZ4lmy8kkgsK8nGfOtYvv4lYsoxROvX38L98Ff56Fvf5O7F++j736QdnnBxuQMMVeyp0g4vLR+89gd48NEj6rd+nOqdv0r97V8hUtH88B9gcfIKZ6eRB5vEN767x9s1qwffRX7897J/+0dxX/gRpG252vb4IbBc1Hz0ZE9MkbbKRQZFcxnn7T5gTTZOX+49/eB5fNXTWKV1QvCBbojsQ0+/2+UUI96z2W6xoizqF6cAqomwv6buH2H7C4I4YlPnkgMuwdk5vPo2cnoP9+Xfi2nXvCItQSy2bo8N4CNRHf/XRBw8yQ/sHz3EX11hrh5ithcYv8P2PcYlUlu83UKPJk/YB6K10La5yGRtcU2Vo/s//DparzBFf+tihxphF2p8EFJQ0nbPft8RrnuSvcY8/B7SrvBXlygW/+AD0vYaCR0Se4xz2LpCtxvCk4e5Js9LNTn8yWER2AJOdg5QhYCmEgA5x7eD6ekQ0zT9WZfjkUYJqsisMupNOLirjDaomf9ikW8PUm4SQcZiexRin8sUMoJYPtqQxGLEECI5gLXExTF0MGyJ+x1he4Wu99CeZenqRUcyxZy5PFRgLZV1VMagTknS5FLp/YCkHgk583VlStyeE6gNPnSkzRPSww+I3/4t0ibbliUECvkkCAQRgkSsRBaVoW0cVetY3Fqh1tLbmmQb0vnrpOUt3OI1lvV5VlOJ5hg/53LGGZNVoQkDIWeMd4satQ3JNpjC9StKTGM8ViqScKm7Vhg/LU41Ry/1JZrEgebiXVy7xDhHGnYMfo9NnpRy1vbWJKyzNOszjLOk9SlUNbE+IboFcnaP6tYXsAiODLxVVdaxs4gqMfU5qqOUBRIRXF3nLPJ2gRhDXdnszUxhkkrwtCnSJCOdhIPqvGSWmdTikoOPR6k/5w7MNFaLBGVTIie/SSRNk6QG3x/zP6UNSvnwco+K5fbJgiQmF9HyuXDfsnY4A0LNoIozkUWlLOvsRvvkak//4F1uP/gm1V/8twmLU1bf+RvsbIO88QXOFg1D+yqPfvq/wsWHD7n7hS9ynRz1F79CFQeuf+0X6YPHpIHHb3yV4Qd+mltf/Qf54K//An64QL/2x3i4HZBHHW+80nC2XjAUL6K6MkQ1+BDY7vrscRhjcR1W1AgPLvZ0fc/QDexJNJVhc3VF3/cEP9Dtdogmzk9bnlxeoWLZdy+hklLN91D07clI1nlXFVoL2q6hOUHaE6RZo80KaxrAljRIh64mLpus700x4ruO1GcDqN9tscOACQEbE6gQiwoAJXvgxEgKOVVKigm1CcUeuOGiH88cdak1U2w42faRi5Rp3+WU/X2XYzpiIMZcszRsN8TdFoYt4rtcaK1y6D7nCnx5gBpH4yDt3ByjmbadsVLyyPHN/StuLp4jCUtmcFbsKzfBSYrUNParqsVRZA5Shz89dJbn5ARsB89AiqOJFm8pU1zOJeS0USkO2b4Ts2vvS+XjU82ZKyRl7tu5LA1XFeIbYog5saqGacBEDxIM0WaVFVekzQXx8hFpuyFtnkCIOTGxlKKbxiAmIUZRV6RdIyXLiiFpgQ4Zy7bLQU2cCqCLIikdvFZLzjoRSvBzrp+WE/zKREDHgHg0g90YYDq+jTRyGJ9FSxHZX+X1FCvSsM/xjZpVmtaAVFn1Zesqg66rSKVwaK5lVSFVnWVrLfPRmBL1YYr62Zb4yNFhpwSAl4oMYgzW2mIhyHMkzdbC5PzDwXY02hTL1GAEqCOfJGGqRp5Sme+anYhy0LspctpB/f1xGPWpAGoIOWHqSSuQIt0w0PvI6XrFrWWFtYbeK9shUCdDU1ckn/AJHn/0AN1e8truXUK9Zviv/s8I3/tt7q/vsPnGr9Fc7ZDT19j8yf8e3/2bvwXSsk2O1Q/8GOuzU9LQw+0fIDz+gA8v3uP6zlexvXDxvW9R336d3t/GJyFp5mSvd55dV7IBR8++j/Q+MAweZy2NwsXFRc6YoJHrXYf3HieKj4naWZauYrPd0/UDp61lMMLjyz3vPnxC2u9oKod9iRoxqhCiUNUtZulJ0hCpCWd32N16lXT2Kv78h5DlKdacgDbElPOYaaRw22XqaFGnxEjY7wldx/X3fieXE3/yEPZbmqqisnWhJUpIA1XXY3xA9rkAnficN8uoRZOABdvY7Lp7eo/kFnR2TUoQxeX6XBogJuLFE/zFE6zvOe82LHYtS7uBdsnlyZt419Dtu6zK21+j3YZaPY16rO+oN5cHju0l2tOQVMa7/KQFLDQpxJjdi4OH4HNmcTMS9kPMznwxyWj4nzmnZDXNlNf9cOWxRnsqIFVKpKgeOk2YnFE+aT5fZyA1PUoBsVG16Ae032HCHmvAXt3HbB8TqDB1Q6hqOuNQeXEblEmJxX6L2eRUR8akDFZtC4sF/RDZbQZ0scC+9SbW1OjmEbHbQbcDa/H9u3RDIlw9obv/Hjr0pM0WFKwr7uDF6G4ai7VZQlVbEW1Db5ZEhettRyQh7RYGi1eP5yFSKvo6l8+XbLRBSv0j+gErUNWW6BzR1WXY8zjHUNbQxA1M/q/TnBnLab5smiMA6ffwzq8wLG6RXENQT9RA3Ta0ixZpK+xqiWsq3HoNzhFtQxBHsrk6sXU1VeUKbStzJUWSCqP9NBmHupqERWOWcuraklyFqVsQyWNdUEUFNJQYpsmTENwUL57nYkzj/B6B6pC2KpXjxuLgxqTstXlEIkspmzG3wGcqQaXIZrdjGAaqzQ4xlpCUECK7pqHvOlIMnJ6esWhrllHZdAEevc/q8kOqH/kpdndu49sTFk6IboX/2/8Uu1/4S6zf+gL3Ly/pF6/i+Ju0X/xytnFh8Ps9itK2FVsMWw/Vfs/VB/fxV5c0p6f02y2r9Y5hv0ONYb/b5xxfIrSLlvWyYuGE/S5w+eSCWycL+s2GHR1DCFQui6XLZc2+H9hcPCFdBhb07K4fc7lz7Poeq4kqeZbrljD0hPDiNiilpM93maiI1ggObdbE9V3C8g5DcwbVCkeFFC4SKOUyyiIqnI9qdpP3vSd0Pfvra/zmCrPdYIY9VtYY1xT7icWqIQTFBMWGlOMTyBxQjAkTlTRW5xQLtUPtgmDqzG3JIZGsaEJ9R9xdU4WeZthRi8deObTfk1gT3IIQIiGlknusR2KPjbusIhp2Lw1QBynpIFMeq8nGY3SSQjRGpACVsZExw8FzC/5NqDW/YmLMO1heSjlUObo4haGYqd6z8HZQm0z2xPIkevS5kMoUc8xfGDAETL/BDjvULrFVU7Kbm4Nt64WaYvyA8dn1WozHSMwZQ9Ie30f0ekD1JN+dMdmlvO8gVWANad+TdnleRN+Rig14tE+IgtVRJVu8I0sGDBVLFEdUJYREUMUOHrHZC1VjlwNMgydVQq56apF2mZ2ZQk4am6UxM/2N7yCzA6OAMM6K6ePh3Yzv5ciG+IIjGgNcX2Qh1zV4UWJJshvripRcSfSaA29xLie8ZZxzpsydopYsQbFKma/FD4AypyiqYynAgMnpzijed0cPNJPYx++HhCZF5tdDCMW4J+nx6jJZjCpM2IFGjeM7qcz5jAEKYLPrWDYVu6S0TUNMytWuZ9f1JVZAeHhxRVXXmOgJMSG7PfbBJSfV77A4v400AeN70off4cNvf4vqwbu4yjFcPsZR02PZvvced7/0FbqrSy66gdhdIymx++hd6mHL9a//Iqxu0TZL6t0jNg8fo6mjsY7T2nC92bGpTsBV9CTa+oTrbcfjqz2LqmLnYXF+D6uB7XZP13uqquLqeo8ferp9x9XuGm9qnFthwp7UD3TDQOUs222HEaheIhBSjSOcvIIuFznT8vU1su+Qk9vo3bfQ5W386k5OJ5OyPn3S3qZU7Bsj1dOs4w0J7z0xRprlisoa3MlJNgKHzG3GfSD2A6SeLnbY2OOG7G1jNCFJCCzY21tYb7BXgmmWuNPbRNeyX9wjhYBx7yNmjzQWaxM4R9CEmfIGDoTdJdF3bHxFZ1u6mB9Dhj0mdGgacGmXU7qo/0y41LnCcyTwB6VNBvc0DNB3bC8u6fprFu4DqqHDnL1Kc+pIpiKYBoqyQ7R4JUlRc8xXt+ZMzoJBbH4XVRwQjdSa6xcF1xJNDaVQ3SGjeTbXmGL7KNhVepb5YxTiWexevkf6Hdo9IYV9KafdE4lE2YMIjYSXSsCbwsDu0YdUlcUaoWqhqRUxHtFIjJ5m6DDbQPzgO5mH/vZvwX5D9UNfw935As0XTjHNCcNuizx+ROz2+EcPIYSpZEjm86GtLW1tcJVF6wqtTXGXDtgyNqErmSV8n/Px9bscmtEI7YkrNdWWKLB3kExDtA0qeQ2FkA68BTnwVRhfLpmwzgGKAyP4suAEkIzlqj6B9hSqBqkqKmepG0vTWpxzhFKPkFSj0XC1HfBRqU5q7MLQ3b/P7rHPqs1Y1JlxwBhDfbLAuJKsGYPut+hQ3NZFwTA5JmlJdj+q9mIOf8rzktELj0nihCnx/LSWDv4xE5Ln42fqUx+LFFUGMKkyxeN/pgClyub6CjjjdLVkt91SVw2qic3Os162nK5aFk1NH+Hxox3rtsad38bdfYVVJYT9NnNe20skCq7vCPe+wg5Lfe8HSGJZ3XqF2mX//R0e62p8cvjtliQVw/kX0dBzuzYw7DiRPYuFJa5OUVexNzXBnHG+aLCrFbiKurIEHLerFmuUzeU1JkXqpmZQAy6rAO3S0jQLlqsV24uGzRDZbzYYH3NlWwwhCeIaLruB5mWqwIolNqe5DpFEJAjiY/ZUOrkN7S1is0Kty5JWPIDRvNT8aN/I4rTmzBiquDoHyNZVhTEm12DabUgIIQRM8rloWfQQFZPI7slApCKZJZIU9onKLWirc2LV4ptTkhmoTIWIQ1z2uMJZEjpN+JQCcegIMdKHSzr2dGqIKpjkS6R6T9QBqxEkfhZKlKd+UdVSioKJJdYYSN7T7/fIfou7vsyOFM2aan1OEMNsuEGKqqfoCUUOnnei82DffEJ+tkAVd1iNOXYIm8uMxMBYSkGMZLWijCmpRoCac+symbiU7FBBDIjvobuGYYvGVEqzhKy6XKxxEovb3Ys1jZFhe4lZLqGqSo0tQUwEDbjkcaEDEunyUX62hx9Ct6X6IUHW57jbbyC3X4ftjnD2BLPbovW76NBj99c5FjD2OI1UVY6ttM6hlcvUyYCknN9j1BBEAjoU55DuGvZXmGhwtcNEhxVPwjCUPIfJOBKOWJIizz067WhLHAPaR2XWyBvoIbkxvLwpKmHoXIutWkzV4hYttq5xLuEqxdhsuyEJQS0xGrouMvgItQcb8PsrhjBkSTvmCs/4HmOFyq/RuoJ6ndMb+ZwpnpQOgv+YwXhkelRLjFj+G2WhzAgXLcCNZ09FqkyjM0QagUuPDsoBu1lTRPF0lQJen0S4/3RxUKogjj4k+phwi3XORu0qFu2iOCEoQxxo65q333odKwYr0KulslCtz6CPmNPbBB+JzlFZIRHxgEjCAde2YtE4Tts2J0FY3sIpmBjYDZHtfoupLOe657H3OPX4k3sYa1jUBn+1QZsWYy1DhGsPgxeUHNTYntzmuut4eDEQMDx4cMGytpycrBiGjv0+sNlbrK25JDKoklLPblCWVsFYvKtfKpOMisE3J4R1g3GGeLUnssGYbBx1laNpqmcn/SxqoIOXeZGuakOqbqExwqrNnFPM6flD2BN7RUwiSlYJJGMxVNimwSQLOmRPxRgJPhD2HX67ZdF1VEaR5SnN+hytHalqoG6pVreomwWxatHVObLfEjdP6FPgsXYEhevU0lGqB4uUIjSJkIRtAG8tplqVSbt/8THloBST8V8hRpCJbhp60tUTdHdFvLyCboPYh8R+z7LMO9usMStIYgmSs3WMLOfYn472Cs3OCogtnH5Cui3i99jL93D9hr65TazWuTbR0OE0QupzNo1b51lSWLpcZ4rRL+UgS03PVq6bs0JbpDoh2bqUmBe022B2lwgpg97LkFQRxIEzgUpKgGU0+C4X7fR9IPU9Zuiw2hUHBQ/O5mSuQ8I/fEB4convevrNNeo9qdtlRwrJMWCqrmQhz84VLgXqUkDPuYqY/r/tvduSXEmWnvf5ae8dhzwAherqnlZPkxqOeEMzmelCz8DH4fPwbWh6AJkueCMjNdPTnK4qFIDMjIyIfXD3tXSxfEdmtWa62MDIuowWCxZIVCEP2B7uvk7/+n/BLRO6VKoeKKFYUCCK10KIkDpPGHrwgdklxCfq26+RtEM2dyiRlQDde4j+x10luSCO1vSgZQzVAGB/DP//7CXtB+Jv/hebFcUZD2jw9J2j7wIhelxvpb1cqhFSn0/UJVM3W3wcQAQv0jSYctOxeiZEx1AhSmQ5niwjmp5aOmZ7udJ4DNszmnNq5W63sv6b82jSaC8ZlHJxSC+MFx6cIk7IjfJIZC1T6yWoupwb21b890qV/Xkwc1GOLrGpjjoW+i6xj5FjNqJVdZ6vb7ZUcbz/eGZzmPjlu7d0KZIrnOeKD565KLvNhm4bULEZhKwV7TpKhZwXutTz3MhbixiDw81+oO86vC/c7nacx5mqG/b+DPORUj2zSyTn8dsbPp1mzk8LISXEwePziEP51dsbxmVGfaLrHXnK3N/dELzn4TRCqSwF+s2GcRyZJiPldLEjbm/wXqjLzJwn/BeM6qrzlG5PvXtH7Trqd99ReY/3qTFmJ7ouXbja1qPxGjVzQdG0TeRIsB3sHNU7u5BPT+gyUU4PFK+oV+ZGqWMIKsVjDkqWjFbrK+ZSGI9Hxo+f0OnMTSjE+4X+N3+L+sCUOiRtSF/9knT3Ft3ewf03lNOB+eN78jxyfPxALoXDDFlgiJ7knQErJJPx5GoyDi6tXGcfPn9N4XIYLv2xFR6uYqSVy2ykuMcn5sMBnY4EFXQ8Mgwd3S4hshCGgRI6qoZW9Gi5zdqLaD/Dq1gQ4GNzUAU/nXDTM+H7vyMcP8Lma6S7J49n8vmISCbUETdscPmvcZstLrzFuaFdEM256j/dg6rqcQRct8e7rUHffTAet/MjAWEdp/xsc+CCMwflqwFnaiCPE+fDmVorshgnuB8n/HrRpUgWZw7q8QPLyWbcyjS2PlN62bQuor4iopSa0bqg6gguE1MihoTzarx1U6bUZ7I3+YvoPYFMDBCTSUpUAnONVN9T3/4a2d5Ruz2igdou46COwEsGAS+lK9tELxWK3GR2Lhfvl1rqif/TvyFNB3xZ6Cl0Whj6jm5IxuYy9KiDUiq1FMr5RJ0X6v4e31n9L9DKytXY7ZmOpvtUHbFGOI7kucA0NfiCUl1oyGvbU7Jy6F0COl7UpNseXB3J2qHTVaT11efgQcVZpiSQs31O9K+c3CoxglVbrBX40+v55ynquvWAwlKFPC9UHJsaWURJqefUpCvmUhjnSreZuBk6fAici3A+zoQUWVzFS+Z+k9h0nkIy6imvhNRxkww9VnxiqrAdkl3I3uEwLZ79ZoC6MPkdY7drktcwFgNXbIeBFBYeFiX4QIyBTQrkagSMoCzV4NYhBKRktimwOOXhVHk8HjmfT4Sq1iMpmUjh8HxkLqZhWqfP545TmqSNOlZO8KqOILYRtBV43YrOgUuJ6jKnccnTsQNXiwmflYwcHi3FPx3QeUIfvscdPpKmM3s1Fu/Y6FFXHoT2RpOnkbE+spwO1OlI6ezAUCx6s2ZtU8SMEWKH39+TwoDf3+N2d9Rlxt3/Al8K+0kooiRnhyvkEV9m6jJTpzMheNxmJb793Wev6euc4/JnsecreaGcT8jxifz4ETkfqHmBKixFcIswHE/0Dx/xuRJCwseB0FfLYkPXDm+TGphGZBotynUVSRnVgJZCOTzhpiPyeMAfD5xOjimOyDJRlwkks8iEnwak2xA3O9JmsOxoW3/0QI5Xl2dzUotazXHOBSeFGIUQIqlCFwc0dfjojUj1s9dSCVRqhawOFSGHQp4W4+ATO8PeKeI94hxLGpDQsSyV8vxsc1njGZ3P6PnJ7jbftLNisoH04C9BhI+R2EfSLqHe8XzO1GnhNBbyXMh1pgZHGAYkRCRtqGnLstvit28Qn8h+g4Se0u2tB6W+DaKaiRoJ9PqMsJbIXzSq1opEEXuJGOnpl7oo5xwhRhsu9g7vkjGWdwntErJqP3lH6iNRAtvdQI4G8788ixZTo57PUGbccgZ1OB0IzpEilvEyUGMP/ZbiEkKgNnltadGcb/fmel5WnN56K1wyIX1x5L49i6Jtxmmde+ISXDXtzwYxb45Q3QUkAz+dRf3ZPahpPPFwqMSY+M1Xb1gWRasxDB8X26zBJ7b9wP22Y9d5nudM8IVtiuxuenuTPDjn6YJwmoUUleAcWewBT1mIMdrCiJBxDNGDitHxALMIPdB5ZcI3aXTPrIGI2qURe6JUjtNEP5hK7ofTyJIrTjIqSqnVqONroRSjm6l5YZcC3Xag5Mw4VnKtFGPmo0gmekf9KTren7BSnfXACGS1Wa1aFWmsCobScZc6MKv8e3v3tTkvbSm1zAvl4w/oeGT5/f+DnI9weoZlIs3PhOXExgu33mS0i3PwSlq6aUcwHQ8c8jN6PiKnZ3IQluUdWiqxNGJdF40VPA1oPxC293R+ABUGqZQl45+fkVpJUzZ25fmIKwuhzIS6sCwL02wKqu7CxvmfPns9LyKDrwtkUtFayacTx4/fUw+fqN//HsYjvs44VU5zZZKK//SAW05sbp+4KTOh25FusjEzpKEFChY4yPGJcjzg58AyBUg9MtrlPX14j4xH5Lv36PNHFh7IRIJWAsWcWp0h9TBm4m5Pt9sx4HD7FzaNBsh6VSox9ziJoxZHPi7IMjGkRJ8ig4PQ7wndlpgCLn2hg5JMWYzgdWqXEHmBZbYARzPOOUowqYfnzTuWsGEaC+X9h0Y5NOHHB8LjHy60QriAH/b4kPA39/h+gx8iqevp9gPDmy3zNPPx0wP5PHI8zNQ5w3CCmAlDh+8SZbdD9jfk7Q3T/S/tPdjeoT6SNSF4Iy0tQvCunVmoRS/AIliZqLRd/lwCQaN3Mw2ncWoIxC8w5xwpRbzbGhNLaD2hmJDOWF1EhZgcw63Rcfl8psyJ59gzY3RW1Mmc/unJht6nT7gaCLIj4tDOEWNAhh1VO3R/x+IHc1CvEQu4pkDdpu1alrk69PqqL6rqLrOXa59KVC0zlRe6vVUcNETX1tXOi42aKVVdg8fzk/WnP9NBCUkL/dDTpUQtmcVVHJEO5e2wYRcc3z4fWLrAkO4RlC4Ecq0swHie8Snxzc7q+oelElxAipA8NodUhJIiy5xRYC7FqP+7SJ88S7GS4uDBU1nU4YMnOhuq+3jO5sCmiVorQ5/oUiRifFCuWgScBRDlNGX2nWffRQ5SOU4zQxc5nWbO48iyzETvcN6Rp4XjeKYsk2U3f9YC/tFytoMgDT1T1SHqqQ26X9uLdQCvvQeqjZrEtcajYgSTeWmS0R+MYuh0wE8twmpcaa7RE6190jWuDCni1FHEm5iai7gUCHHADXvS3Rvc/S/Q/VtKNIn66hr2rEG1q1NKo1EhBGr0aFeQUpHFnlO1ccm5hHhHCSC+AkpFv2g9X2o2jbCyIZxKztRlZjw+c3x6oD4/Uk5HmM/ExqfYd0pUx5gr3bgg/ozvHqHPiA5oSEjaGIpOKkglH54oxyOaAq4LEBdkASmF6fCETGfKnNEsLJopWjG5bkPBBclQHL5fSD6zGTN5yHRZiEWRoBclY20bRtoAbm2PV8VmYYozZobqKxKwS6zMOPcFsH0RwnhsF886++VtD3lwrg2PxkTe3CIhsfg9i++Qfof2O6Mo6gej7QpArWheQDHdIh8oocP5SA0JiYnSbVmGexafKaWjpIl6NMoufALvqbt7/M09utnCZod2W6DH0eGdgXcus2z646GDdQZOWT9CXXssK7ysXcxVzEnJq17Nl5pl423oGQO31FpwS32RfXEeT2Alz0XENL/KjFSHimvIUbsbYkqELuAat10VpVRF+gHSLdrtjFga/8rJtDLn6/Jme/R19usFnGO/1RUA1f6+VqWKUERaZsY6RnVB+61rJg1MgWvEstCA/v+8/VkOavr4jx/+r//4Hz6//vI/rv32877MLpy5KqUoVYyeRbJQxgnxE+U840IkxAaSaBskG8agKfBm9HSAxw9wfsa//x0+T6TlZAOWKbWyilhE5hwh2BbxCi54+ja8d3YbhETgho4NQ4ps+kjc3RK+/iu06xmHN2gtZDrQQFoyfjoxJxs/cO0Aik8snaeSGcuZOlfKrGgB7yLOxSZTlfFa0Lx8WVOfdvlUO+gyHtFlZDweOR0OPD8/8f37P1DOB+bvv8WVmU1MpBC4STcMKZBPmfNppH8a2X96IPQbuvsnCNZvUzx5mZGakfMRmU6klBj6zkqeLlJrYTp8oubZkKdZyGWh1Mq0zEzLdCkn+a4w6Eg3B07vj2yXjq/3C/u+4rqA79sBF0FLoY5GJpqzmsx7hrooLDPVVVyndAOEZcYdH4z94TPNLzPpD7+zqB0Puy2u70kpMnSJ2m/J+zeU4ZbT139L8YnnpydKqcR3vyLs71hThECl46X/J3lmeXpAS0G7SAoBN/S4bSLffsP09q8pLjB/Eyh5Ib97T50n5PBgpa1f/RZ98wvm0LH4HsECvCiBG00EPDF4YiuFO4uOkEZaWqu0DMDWt9Zy6TOpqmX0rtHzVKG+mjv8InMeiR0hdYBSZiNuLtPZKMgQEhW363HvomUgeUGnkZxhKme8j3hnumchBELq2ezviZ3H9z0SImOemeeKvHmLfP2vkP6GGnorVbbJ2dBENIus7BHmdMS22wUsAViQpMqcX9ZwBVhc1qgY2XJsulalzaCtoIn1a4Kj0f/rT572P2v3qurXf87nX+0nTLFIH14hHVo7co1q3As7Nm7ly8KyklphmmEa4Xw2JvjpjFsmG+BUwavaa80qxCTXfUs2xFlK7rvUxPNuqK5DuQW3wfWdlVO2e3Szh9ghITXUjw1TSrs8xVfEm/ISfo3KWka1IhFDtGdbUzhRXMqm87NOxX/2erYQrWSbw5rOMJ2YjwdOhweOzweeD4+U8Wjw8ppxvZUphlqJtbK04Uc7SEJUD9OEC2KRq/PkeaKWgi6LCbs5R/UmM2ilu8w8T9Q8U3JGshG4Ss2UZWZeZoooiyi+OqbzSEcgHc9MoWc4j4RxJikk5y7ZoJRMnUbqOBqqK+eXiwKj+JGqaCsR1/Fs9D6fu5w+IN3OMnltQYWPaOrRvkeGPXX/ltLtyWlLcQFJM+KqCVL2A4QEIRlyKyiyLDg8LLOxoeTFEKUoJfbk2OHigA8DlUB2niKB2u8t614WyNHYxrsN1SUyyZCnYhRepUXpa+9DRC6XpHEvassEXhxUqXoZflcFcevlaohWbVnUlzahLuS566+SjXBarM2AN2kNH5xVS6pS55k6z0gJSDVkpd3ybhVfNg6+2FB6BGoYKEnRtEG7LRKSOR5+3M/844rF617cpRPV0idpvbg1q7Q1kVd9KPs8tw4TO/v6HyEFV0coLz/vT9kXcPFf7YtNFZcX+uBIXWKJgRKCzcWkiO873GYwdFgr8ZlAXEVOB+O0e3pEnx4IdaHLI74u9CnioyNZNdqo+yVT8ozMZ3zoScnS/ey8ZVhv3yJpYIx/xeh3ZDcACe0T0huTtBs2xpKcesBDv4W8IDlTnp+QTYdutqgXpLQas5osRX9zi2yNKkukNoJJ1xq9k/UzJPPFDmoeqYcHdJ5YPn1Pfn7ku48f+cMP73k6PfOHD99T80wdD0Sn/PX9Lfu+Y5iOBO9YcBzxDOJYFJIIu9OMDwKdOdl5No2hqI7orc9hMOnCabI+5ul0ppYZf3zC5ZGYR1KdcUumzJlDgT/MQvUJeZwJ3YY3E2xv3/BvXcc3p5m3tzve3uwubOCyLCzPB+oysfzwHbJMNgPT+EUcGKprnCh15qnml9LwZ1jd3nH43/495/f/SB1PDENH6iKyvaHsb8k3XzP+8m8pVTh++oTUghvujF17dw+bG/ywxQ1bYvCkzrLLcv8NWgr+dELywvRoJem83zFuN7juDidbaiks55OVNTUaw/7uK9CK9LcE15MFsqzZj8k5nKbFMiDW5vzL/nBrgKdW3l7L5fO8ICKX/ol5z0pu9Gg4ZwwMX1iE1pLJP/weLQteqhFVe+i6jrjZMWw7bt9u8V6pLSB5+vY7pscn5uEb6G5ge4PrE55C0Gy9tY1B0591Q9WB+d3XlLSHm3dod9dmH+ulfOcdhNCIlL31xlZUn+gLpZGuDkaMiqsUaVlYyypZgSWAQAyOmALBw1r0yWM1JGR7f7wzhnMuvb5/fr2uDuovahbxW8mtiX+5xg7sHeJfqF/cJfeuJkkxjzCe0NMzenwGrTgyXnOTDrcZBY/i6ioCJ618ASGY6JzDGwqv20K/RdIdNewBo11yfYTe2KyJqZFS2kXtfERDE3gr8iL53Gr867yQ1cg7JKoN87Zn9jgosekhCUHLF5b4LCLVeYLxRD49Mx8PnJ8feXr6xOF85Hh8QmqBkulbYzh4LFuiktWTFXyF2TvEK10peHX4UG1ov1qJKPoVkeZa9iLkvJBLJleLjDvJOFlIMtPJTCcGK/ZiZd2MMMkJlyv69MS5wtePjwzbPYNWbpxYiWeZkGUhPz/ZLNV0QvPShONAV6olrYhkCgqnE19CFqsxsbz5Ffk8UUjEwfocdXMDwx15e0/evyPPM0UekKrELlrfKSbrs8SESz0uGlWW9e+8sZoQ0CXbnE/OhNDhfA9EnFh/Iy+5oVnbzE0wyi/wqDq7JJv+kIoBf2oppt209pPcjz60nWK2ZgW5Gqt9ULu8VaTNDpqTct43aPqXOShUkOmElMV62DHiogcM6exTIm4GoJqCQM4s08wyzlS/oK6s9Tcu0Lvg0ZggdWTfU/1AHW6R4Q66Leqj9dHkxyhEvXx0l/+2tnzLeNqfWXveug70vsqimoNyq7O5LPbK89cc3tq7apPAzjUwyoVS4p+2q4P6C5rqWvIwhFEIIF6J0RG7iKTAEhrz4jSiy0T9w++opyPyw3s4HojLhF8mfEz4foCaWZYnvFi5ySN0TogoQx/w/Z7ubsfm3R05C8spo2mg7r9Chj1h9ytSusWrp8ORoidEk3cOMazDEsY4sdnhpaDzIzJPuD2k7YC4SPWdUUG9sE0CNGVTvVQ0Xa3GiuBMMPCLrGT003vqh2+p5yOf3n/L09Mn/vHDD/y3999Si5HSbkPgm7e33A4d//u//oZ3N1s2m4GUOv7h44n/9vGZ7CKPOdElI5CNsZJ8K3FJxjVZmbsuUEomLwt5mnh8eERrZqMjHYVfbyb228xNcGxcYiqOcYGHRfmHs/CQHf/5eeYkhYfv/p4SejRPfPv3/4V/8/U98tUbohZ6WVAp5HkyQMoyoyq4EHHeISosCJnCTG6XXSu3fKbV0PF0/xtq9ujNCb/fIcNwudAk3lKz9R6qC6hTMgFPIKjDK9RSkXmmzrCc7eIvZUFqZRkny75n+zi3jMrNM2425eo8juAwVhQgn09Iy17DMl+QjaYETfscu1TrmkO14WbnAz4EQrCRE1ElZ1PbPY+zBR3BgsTgXZOiMACCEct+Ocxcy0J++I5w+xWu3xOHvokuevrOEyNUFfJS+PD9ieV85lR7Sryxkm55ZEge3yd0GJD9O/KwYXn7C+h69PZr07AadhA6snoDXFWhVJNCidEIp6fFzlttGajDguPXiIkf0zytMjXGyLHk+hKEYk4qV2Vciin1enN6z2NmXgqtp0FwNNWLVqn8E6t6dVB/SWuoLMcFNX4RagvB/odFc4pmm3moD++pT5/gww+448GksbXiu42xNNTFmslaDHyA0EUTH4ydJ6WetN2Q9jt0LjBbpCzdBul3uM0NvrvBgTF3tDKAaxIF0LaTGAs1qUNntfKOa2hAZ0qu3jniqlPTOOHW2v/6nVyTRnC8asN9ronA+dgonZ4Zj08cnp84PD9yeH7Co/Re6JPjq23P292G3351yzd3O2IK+OB4fFZcnakUQ0EBS8kohpqy3q7B7Lvg2HaeSU0KvZaZaTripHATMoOvvO0Kb2LlvoNdCoZQzZ7HWekjvJ/g92OlLJXp+MhZPO9DYHx+4n7+il8sz/RU1GVoaK8XFBqWrfgAWqkqrL+cV2O3+IKSlLjANNzBbsTFgXJ7h9tsDU22LOB7kBWS/OIILmINaj1GKcUy64aqFMmGRMyL9dWKjQHUrG22qpGSNrFNZwcCHIbIzIv1XVv52PumgIz1bUpzJLkpTkkjzfUx4ZvOYggeFaMFK0XIuVCqQaGDd6ZO621YIYRggZV8gThpM+uNHuHuHS51uLTBdx0hCSE2LSsgV+H5lFnGykJHDdposmZqyYhYVifDDjZ72L7D9RvCzdcm3NgYW2SpxtgjxogRvCNiPii3rCjnimgLkluJcxWAXimJAqvoC/Z9RalVWwavL+QBLRv14qhtGHcpwpwbCTNK9I51ouWn4qerg/oLWsvOLUOJVuZyjZ2ZvCDHJ5bpvyLnI+Xv/rP1nb79e1MmPZ1hWVrOoZS0QYZbFKXojHPQD4kQAr03lJSPgdAF/LBFt3dUncgyoeLwPuFCwiGWFa2DwgaEheCp0XSoCMnQdy6hvkMquMWg/bFLF6LVtc5Ni7IAqI1HWgVkLWeGi5P+EpM8M33398yPH8jTmU+ffuD94yeWZeSmC2xT4N3Qc9NH/uam534T+bqD+1SJQySkyLuN45eD8jQvvD+dkaXn4D1d13PXDSTn6IJR5by56/jmvuM8OjaDMPSFMgYowr4qPUoHOHHWU9x4UobgK/fJ4zee+xKZ9js+LeC/P/NxKpT5yNNy5r2euZkf2UfH2w5jjK/Wp1uHLEPq8D4QnEWmXepxwxanjvCFoBOphfHxEZcFR4QsiDOIOC5a2W2ejU4r9RATIZnyqsN6GkJFxFRrtVZUqvE/ipWwtBoDjcae4m1sIYon5oxX6L012rs8AYqXBaGA2oCyI7waDDUU7MogH8M68mDM6j5Gc1LBE2M0CqWa8E7oBkeURg/VgsIiaiS53tsafwEicjX1kWXzFuc6sjh7/mJZTYmR2t+w3P6avAc//JaYC3o4EJaZ+eN76unZkHn3b5D9G+TtXyGxo3R7nI+kbMwmXW+0SSlC8J4qQi2WtoSVYWUt4wVvrPIta1xnoQzduA7YrlDxl1Jfa9bhWmZl39cAJ6zihKrMS7XsDdp4jzSRImW6giR+xuZa5hSs9ODVuLUMO1yQ+UAeD5SH9yz/5/+BPj/Aw/eG0hNADVVWnaeGgZxukOBZOo+LAeXWHEZv0ZQLdgm7fjAEVnZko+ema+UrVK3kVgyMgdilIsFDlyxL60ysUH1sDkpxuRCdsya6jzif7Pn+OIVvA3sihkhkBUv8d0RTP2VaMsuHPzAdDyzLxOHwiU9PD3in7FLgzdDzm7sbbrvAb3Ydt0PiTafcBiH2Dt953vSOdz2UeSGPR0ru8TGRa2F3c08MkZg8fXTc7hNv3w4MZyWGTPKJfAjoUhkmiKLEVvpwKeCHVWsq0LnATei41x69f8en2fHd9APOTXx3OHKcFj7Jme38xH0fiNvY+onGXLIWXlLqCSFehlDZ3uL7PV4cuirDfu561sp0OOCDx/uIK4pSjFLJW59IFyMtDdFg07GNNCg2i1MxAltpDkpqtb5SLcjcxBXxuNBTocmFQyxWPjK+WGns8ErUglKNiFiqPZ+K9VvXi7f1ZqI3fSjXhP9cMC5I7429Qp0h4rwonQsN6WdoSBPfrEYd1WQ60hcww1/W1AfycAsuUcQRasV7peAooUP7HbL/FTV0uHdbgmLD8svC8rv/G/34Hrm/p97dIfuvyG9/S8UxFwtVu+IIKoQEEWfw/WhoxBL8j1B6tCw8eIcnrLqkr9jN9cKvV3/UK2pCJRfQcXNSDRpc2tfkXBARcq4NUNH6e60CscLV/5RdHdRf0HyI9Hf3aEiNu2xBxjPu9Ew9PCBZ0bHC+IxudghKcQbNdbmafpNPuBAhdJB2eO/oo5UwNsNAjKagaY4skF1CJqE+nJlPZ5ZxhuKIxxNUx3KARTsjolRtTOe5KXwGXIrE/Q0qwvL0gTqeCW1o2SCmrU7XagTamrkrhcw6bW4v16CvtrHd5wf79rNKZnn8lufzyJQzNU8khH2XuNl03KTIfRfYB9jLxLYuxNzjilAmB7VSlsXKlQhDsNvSl8Wi7jqTxDP4gU0KdH0iDj2b5lyjFsboqQWcGlu8OqFiJbkVi+tEwdslED3cdh0aHX91szFwi2QGr2ySyWFWF5C4aYCO1KDSxjbhY0+MyYbcvbMLbTxaZv2l4o8hGVVVK6ERPLLWZZpg46rgSrKYuETTM6LrW38s4H2wUl9oBKe+AxFiNzQodb2ULUWV6pTsYWWgVIwU1qmgfjEgSL+DNBiMPrzSUFLFhWz7KcRLYGb6Ur4NwrvmQKFUY9o28l13oVJTtbEBBWZpsOh/ES6+Af3l3yCtpl1ipXhl2u3Rm1vc9i2kvSkYYES5UxbqUqhpCzdvkd0tdXuH9jsIARVDkGq79L1vLBLQynYGJqkrj56s2ZE5ktLQdTSYeCkGDgH7N/4IXKIvUPyLuQacKCYlk3Oxj8U+LrlYtoplbSE4YlhHdf+0XR3UX9B8SmzefUONA1IdeZqR4wF9+oRu99Rc0dNskef+lrrZMe3eWB9imiBnQuzbK5Fib+qhTghe2Ue7AGN0EBzFdSg901k4j0+UeWQ5jrgk+McnOC9MpweWYjXn4BxaFigzMYDrIfQd3VdvrMfw4SN1nFE5W/aHvtKbsde6CWtDWl1o/V8hh5oCPSpf1oOSMjO+/zse5sq5CHURBie823T8+u09Ww/3Xtm6wp0c2RZIOeHnzFSFEnqWaaaWQlBhF71h4/JIcEIqZ7oKu9Cz6wKboSNtN3RDYr/vGbSwJM+SlakuaFkQL1RvvUaquzgpMFb55B1f7XsGCfzNmx13MdJp4SaCEMhA8QlJO4twm6xHWU42q9VtSKmn95C8oqWixyfLMPIIP1FC+ZMWO9zXf30h/ETlohh8kRpZP7f9nNKcQkg2GmE9ItPTWpFerkorKa1sBHK54KRWSnNKAbEBbowL07UZN1TQfmtgAB/QEJokvceL4JelZefWQ3LB9qKhySx7L7URm5YViG7ZUfAtE3OCepuBmktts2b/Ag6q3yD/+n+lTs9IXSg6kcmUu3eM998Qtjvi8MbOjgg1Z85zYRkX0nCD73fofk/Z3UA3QEpIrsy1WiVDi5U8g6dfYd/BXyD4qF7QvKU2yLiIrU010t5lKcxLIUbP0EW8d6SGjyptLaCBI9bKvQhLqbZeU27zYy2DKtYDW4PUoYtsh8DLDrqCJH6WpmpDeDz8ADib3xnPROcJuzuUQHdvEFFdTIRQTidrFD8/o9OEd769uMDUozeJE9+1iLCLuODww4AfenwVXClNxttScxEH1Taddw4v1aL9MqPziIs2+Oh9Ibk9CsQyIXky1pbUocGIg9Y5itcb7zIr0SIy70C9e0mb3KvX569ogx3bAeyixwfPvo/c9IEepaeQWnlCnSO7hPcdo9+y+IGp9+SbHnqh682peoUuRoa+o0+BLjiSNwSizCaeJ/OZ/HygHJ8tC14mvBR8lEZX0yiSWqbJKiDpMpontEYrd6kwhMC+a3LdzrOJgeggeUcfOsukkh3dYbMnpY5QZ3xtDBfTySiV8syfOvw/ac56Juv7YrQ8xrIg6820OsCGfDG1Vo82FdiVGVG0ka62bAVos30OaJlltF6Pa2ukKkaO2kp4prflrOzcGCrE+QvdccBK3gYaadRagJS170mThVQqrl2qxjCxwvW9A/w6J9UevO3ZdXTni8w3xV8tkAO5ClQlEIzyTT3SuC7rvNgslGhDzgZUXZPN8JfoTlp24l0bum/Eu/a2tEyJtbQnRp+mNHaMBrV/Hcisj03rHatSspU+l2VBGluMaz0np8ZOsSyWKZVS7Nw4A5goNg8pzSH6NWgBfqx79v+1q4P6C5rWyvj4iD7+F5hOuH/4r/DpA+l//nd0v/4b0v4N6evfIHhyto2VPn2gTCPzd99SDk/4ecIvIz6PxOm5Ncod0XvSdiDEQBg2+JiIm0TqI3I+sDx9JLhseM9gE+rqPSH0eO/R+dSGaE/o6QkfBZ8LkS37sAcc5/kRTmfSV2+I+x01bZjF+NGLrhIFVmYKwb04P4MrWh+rNWANBvxF3glRY9mvzQHdDh1dF/nl3YZf3vbEmknLRNJiZREXOIY9U7jhKX3NOd7w+CYw7j2qsFdHkMwwH+movEnC4B373jNEh5sn5sdCfj4wP3xg/PCB8+//Ac0znasEr6QhkHD4qiCGtgOgFsuwslD0E1Uida5oEW66RB+jARF8ZAierVe6GNlvt/gQodtDSKSut0vg6Xv0ZO9XffzW0HANPffZ+xOH+NgCiVf8bN76MqLaSD/XiBq6YJdPbewNLRyhVGEuDcG57gOX2l5oGRVK1JUVuzXYa8U3UI1XIZQZrxUJESVQ1FPUE9XhpPWfQmdfW+zCnJZCqdWYTxoSR5xd0ONkyLwhRQP0YJeiyDqiY6wOqoqXL4eZuxCI919RQkTyzHiEsUCnHT0RKui0IKUwPz2ipVqpMySkZVU4e3apINOMiBJa9aLr4qWshyq1QuVFrLAWaRynL0+yDuW6djZXB2K9R4/UyjiOlFIYGxy/GwbT6qrGF5pzZpwXVrfug2e/7YnB05MAZcmFUiopBkIMhjDWPw3kuTqov6ApWLSfF1gmKNnoTpwzzZzU4/stOI8PatP3/cb487oeFztcLVAjroY12LPIxttgo3M2WLv2Ay69g8ul8uPRWBv6bMotLSVfySpN+qOpm/JSbrKf5y/1OX39++sA+1Vk9uqH/Uhi+0ua+vZTX8LcSzbZDqxXLo3g9ViIMxhydcHER3xEo3U/PA5fPaHOBPUEl/FeX0obDTqttSIlI6UYt1ypuCitrNUeUNfF0JcFWGuerTHf6J4t8lx7PQ0dtTJDeW8zaYQIIeJfv6+X71kvry9bzfW64Y9qry+6VPqKjNa9+ryX4c/2HvPChG3gnj/6Ga7tOuesR4ch/1amfnWKNtqsCwlPg7S3bfrqn+cue8D+Tps6cuu/tD2/Dp3a3yjadJJ+9P0c62mwIOpLFnP9hk0QSV1DGbJyXtg/8ZLVNCTti7ifuxyiy1KuQR6XqjqrdMm6uus6rP/1Y0b2f9o5/PE5fFHJlgurxIX1XNc/y8u/43UZ8NX3vPSoadnTZX3/mdX6FyFAvNpnmXPuB75E/Oh/XPvt5/A+Xtfzn7Xrev7L2metJ1zX9E/YP7mmVwd1tatd7WpX+1nalwP7r3a1q13talf7/8GuDupqV7va1a72s7Srg7ra1a52tav9LO3qoK52tatd7Wo/S7s6qKtd7WpXu9rP0q4O6mpXu9rVrvaztKuDutrVrna1q/0s7eqgrna1q13taj9Luzqoq13tale72s/S/l9j50FzvDR5TgAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "resize_cropper = vision.RandomResizedCrop(size=(32, 32))\n",
        "resized_crops = [resize_cropper(orig_img) for _ in range(4)]\n",
        "plot(resized_crops)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 光学变换\n",
        "\n",
        "光学变换是指修改图像的测光属性，如其亮度、对比度、颜色或色调。这些变换的应用是为了改变图像的视觉外观，但保留其几何结构。"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Grayscale\n",
        "\n",
        "[mindspore.dataset.vision.Grayscale](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.Grayscale.html#mindspore.dataset.vision.Grayscale) 会将图像转换为灰度图。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "gray_img = vision.Grayscale()(orig_img)\n",
        "plot([gray_img], cmap='gray')"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomColorAdjust\n",
        "\n",
        "[mindspore.dataset.vision.RandomColorAdjust](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomColorAdjust.html#mindspore.dataset.vision.RandomColorAdjust) 会随机调整输入图像的亮度、对比度、饱和度和色调。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "jitter = vision.RandomColorAdjust(brightness=.5, hue=.3)\n",
        "jitted_imgs = [jitter(orig_img) for _ in range(4)]\n",
        "plot(jitted_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### GaussianBlur\n",
        "\n",
        "[mindspore.dataset.vision.GaussianBlur](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.GaussianBlur.html#mindspore.dataset.vision.GaussianBlur) 会使用指定的高斯核对输入图像进行模糊处理。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "blurrer = vision.GaussianBlur(kernel_size=(5, 9), sigma=(0.1, 5))\n",
        "blurred_imgs = [blurrer(orig_img) for _ in range(4)]\n",
        "plot(blurred_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomInvert\n",
        "\n",
        "[mindspore.dataset.vision.RandomInvert](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomInvert.html#mindspore.dataset.vision.RandomInvert) 会以给定的概率随机反转图像的颜色。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "inverter = vision.RandomInvert()\n",
        "invertered_imgs = [inverter(orig_img) for _ in range(4)]\n",
        "plot(invertered_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomPosterize\n",
        "\n",
        "[mindspore.dataset.vision.RandomPosterize](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomPosterize.html#mindspore.dataset.vision.RandomPosterize) 会随机减少图像的颜色通道的比特位数，使图像变得高对比度和颜色鲜艳。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "posterizer = vision.RandomPosterize(bits=2)\n",
        "posterized_imgs = [posterizer(orig_img) for _ in range(4)]\n",
        "plot(posterized_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomSolarize\n",
        "\n",
        "[mindspore.dataset.vision.RandomSolarize](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomSolarize.html#mindspore.dataset.vision.RandomSolarize) 会随机翻转给定范围内的像素。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "solarizer = vision.RandomSolarize(threshold=(0, 192))\n",
        "solarized_imgs = [solarizer(orig_img) for _ in range(4)]\n",
        "plot(solarized_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomAdjustSharpness\n",
        "\n",
        "[mindspore.dataset.vision.RandomAdjustSharpness](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomAdjustSharpness.html#mindspore.dataset.vision.RandomAdjustSharpness) 会以给定的概率随机调整输入图像的锐度。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sharpness_adjuster = vision.RandomAdjustSharpness(degree=2)\n",
        "sharpened_imgs = [sharpness_adjuster(orig_img) for _ in range(4)]\n",
        "plot(sharpened_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomAutoContrast\n",
        "\n",
        "[mindspore.dataset.vision.RandomAutoContrast](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomAutoContrast.html#mindspore.dataset.vision.RandomAutoContrast) 会以给定的概率自动调整图像的对比度。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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sy2EN1lrqqr49EvBus6/n9MOsHgyeccQjH9nj2XA1ns88zUbvCBLt4wnBMXgqED/mKU+wNB88QyHXgC6C55N7PAmejHnKmCceb+/gGXbafT3NmKdtPVvPB9ezNZ3cdLICZSs6M9P0pqbIYk02ndDPL2KXDqO0JtKKupNCvs3Uwjyx1s1EZYGkysjIme4tIEoRjbbpbl6ijnt0pvqM0nmciprWX6j6TWPSo0eaVOccPhQmphHmPeGRso+5ltGf7REnMT5KmkajDw3R8DpoYBtMh3jBeRvm974D6rxtYHdHpITRfc66Zu293X/rCmMMu2M57ia3PWeC50zwPHIYFY15DreZWryDZz945tt0N4LnXJ9RFjwlHFWNe3Y0aZRz+HDw3J0P4YPn1Yz+3F14ugk8zT6edevZej64nq3p5KaTDTNPMnSSkPW6xFqhE01cXqKTxVgdE0eaCEdkdoiTFK3V7uIRoPuo2qDTFBEhWl4nG21S37pE1x+iODSHjmPq117Abt3CH30Mm2bMLB1DkpQ41uhY42iWPRLvwVSorEMxHLL+6ktMLy7Sf+jJ8IEeRIeFFpuxeGKbn9RlMyJGR6AJk3mbYwflBI/9C/OzRHbbbc1pRxHV9KuKRm4PlZ88PsnQ6T6ene/iqYGoj6rGPG8Fz5vBcyl4nnkBu3kLfyx4Hv0unp3g+cpLTB9cpP/Ie/RkQk/Zx1M1c0Faz9bzQfRsTSc3nWwtvjihPzNDM59JIzrDoYnEYSVCRNBpSiQeFUbEqaZJBHFChDQjTESgP0U18wRRfI2t7AAu7eCNZfvlL5PUA7zxnDl7nqd+8e9wcCpFzCiMslPgPYO1VW69+jKnPvwsxikOnzrBRjRHbB2JjpsZ0FWBj1MQ1VR0FKMLZ1h96c8oZo5y6Pt+iKnZqWbHafoCmy9OCeLDMvgB7/Zy8dIAewSlNf4eDql0ktCf3ePp34OnBE+/x3P2CaLkGludMc+vf5nEBM83z/PU37iD5+oqt771Mqc+EjwfDp7GkaTv4nn+DKsv/BnF3FEOfXQCT9d6tp7fW56t6eSmE07UBaSpfloplHhMVRE7Q50IWiu0TkJrsBnlcXulBdE4G06iSYRRCX75PNmtt9iqH6XqLREnms5jH6L3zA9D1uPpZ7fIRyOcy3D5CO8EpxTOWQaVY+nJpxFrcdOLVDcuM/XhR1FKMB7c+gruhT+g+2O/hNFp05XqPPFglaPHFllLDxB1Os0wSW/Be7JqFaNSKrpNUXWCKGl+NywzIgiiBWWboxBzD0tJyH6e9XvwlODp9njeDJ7Vo1T9JeJY03n8Q/Q+Ejy/L3j6DDfc41k6lp4a87x+mamPjHmureCe/wO6P/FLmGjMc2eVoycWWcsm9NSqud96tp7fI56t6eSmE83iUbsnzGj8bDHi+tnz+Nefp2tyrCOsEuHRriLbXmbm+mtUl94iuvwaYio0gvOCkxh34Qx2e4NusYpKU7xo4kjj0h5eKaaV52AW46+ew26u4ZVq1qPSEQcOHybOUhhssDb03FrZ4MwX/pik2ARplnbvZqBdGY5WwhDH3iyJKVk6dZSs00VpjSjd7AXnn6OzdQnxptkfBFRogkaRRimN92Hn0s3MbnUPXXz7er55Hv/aHTy3lpm59hrVhbeILr6G1GOeKsa9fQa7GTyTFK80cTzmqYPnlX08j4x5Djy3bm1w5vP7ePo9nv3g+dBRsm63WbJl1/Pcc3Q2W8/Ws/VsTe/OdLIuPm9RolB47HDA9Zf/HH/hLMVghyeqHeITz+LjjOL6ZaKqYHD9Kjdf+wqFdaTK4n7k5+h+7DgiQo3m4iBmKpnlZCel1qCHG9SDTeKdFYrzr1P88a9jnvkJhqsXefKjH8GqpPnyxCGR4Kqa+vw3yV76d8x/6IPUWyMG3zJ0P/6zrFy5wvTFV5h78lGqzqO4/lIz7v7441SvfJHu2nXKuYeaiWLe43XChjtAvLpJcfZP6SweRB96mFp3UErjnEUphVLg3DtN13vqQnFjnoMB17/x5/jzwbPcIT4VPK8Gz2tXuXnmKxQmeP7Yz9H9gTHPnTHPCPRgg3oneJ59neIPfx3z7E8wXL7Ik5+4g+fZb5K9+O+YPx08v2nofuJnWbl8hekLrzD/VPCcCp4nHqd6+Yt0V69TzgdPHTztAeKVTYq3/pTOwYPow3s8tULZ1rP1/N7wbE0nN51wHhS4qqS4fJZXvvFVvv7KCxxJDE9EU6w99wqHLm1SSkJUbBPrcywvX0Gvvs3N9TXeLGMO5Qf43MwjLPQShlcuMRxWyCBnoHZQ2yPir/xritmD9ItlVr/xDRY3z5Nc77H60Ic5mx7nsIrANbOQXW2bbrxRxfGPfYRidZlnTi7g1r6Nv3aKNF+h9h1uvvAaF/NX+NBf+2UoBmhvsM98luE3vwwnPoLYilQZStVnw8+w9uLXYLDO/IHLfOAzitXe47hwxLJ7vRZjqmYelXPIPSwlcdvz0lleefGrfP3l4BlPsfbnr3DoYvAcbRNH51i+dQW98jY318Y8Z4Pn5eC5kzPQO6itEfGfjXm+GDyv9lh95MOczfbxXAuenwiepxZwq8Fz2HjeeP41Lg5f4UP/yS/DaIDGYJ/9LMNvfBlOfgRxFakYSh08v/Y12FlnfuEyH/ix4Olbz9bze8+zNZ3cdKICZVWEeeMlLr70Zb7y8td4dKbLL//QU2Q9xb/52hWqKGF27iCnj/c58/obLIxu8MPHcjrH4cV1x6+9/CX+xYXX+flHFlH1CKKUUSTka3PMXP0TTmy/RXHyWXqzXXr5ddIji6hHTnPos3+Lju41Jwy1RpxjcPUa5dlzZFvbyIKm3lylWpijO5OSv/C7dPvHWPZz5FdzRjvL+LdfZuXMt5Gdm3SyhOGXvko6e4JyNGTBXKN/+uMUb75KsX6d4bCkzAec2tzEdwVjHcZ4TG0xxlHXDmvCGH9/95fYtCrCfPslLr74Zb7yUvD8dPB8LnjOH+T0qT5nXn2DhfwGP3w8p3MCXlxz/NpLX+JfvP06P/9o8IxTRjp4XvkTTmy9RfHQs/TmgufRRdQHTnPox/fxvHKN8q1zZJvbyKKm3lilWgyez415XskZbS/jz73Myre+jWwFzz8NnsWQhfoa/Wc+TvH6qxRr1xkOSsrRgFMb7+JZB09az9bzwfRsTSc3nawFVRXc+sJv8NatNX70oUN8KKk56VZYNYc5kIHZvMnS0gEe/eBBZuqb3HjhTZx1dLuKTz26yFany5+8dZXLK8KhNCKKHf1IGKzeZGvnFqvDmGx1yFQN/aUlhseeYvPkj5KYLs6AtQbnDJsXL7H21T/kwNQ8uZpjau0SxeaQYicn6U5RHX6SwWaBFkvxyld51O6Qf0GxLnPY5UscrlaJ/Rbnv/ZVVgdD9HCVJy7eIK869D75OTYuXCDdOcegjri5PqQoK7x1GFNT1XUzwayumxnQ99Did1XBrc//Bm/dCJ7pPp5HDvDo4weZqW5y47ng2VN86oOLbHW7/MkbV7m8HDyTMc/t4LkSPI8sMTz+FJun9nja4Plnf8iB6eC5eoliY0ixHTyPPMlgI3h+I3h+XrGu5rA3xzyfC56DVZ64EDx/KHhun2NQRdxcG1IUFd45TL3H8x4nQbaeref97NmaTm462UTdcoidfoiTKuWjDy9wKNNcOv40y8c+zuKHUxavv8r0aJk3X3yV1c9/ngOSUxmhmhKQGbLTn+MT/fPM5NfJsj7x9GH01Zc4tlizvPQ4yzJDOj/HaOkxukdPUrkYe/AhRgZ8WBwRL2TdDg//yM9Qr6+y/vWvsGMHOKtYjw5y7Zpm/vufpijO0TlsMFOvUe3ssPb2t7nhZui4ghm7QXfpAL//+kWOLMzy9Okf5EY54tBPfA5ZOMbiqYdJ3Ccp45gpyeh0EkxlKMuajrPhAoc1zjrupUKpcoidCZ6PLHCoo7l04mmWj3+cxY+kLF4Lns+/yuoffZ4DBM9SgBmyZ/Z4zhxGXx7zVMHzyGN0jwXPww8xqoNns1hX4/njP0O9tsr6C2OecfD82NMUoz2e54KnD55HDvD7r13kyOIsTz8TPH86eD78Hjx3d9Z76ONvPVvP+9mzNZ3cdLJBElPzHP65f8hD+TrdrsIePo6JuhzoT7OAENlV/v3vfZHeaI2TBx/FnzrF9s41hmvnOfah05z88V9k4fJ54sEa1/7gN6hXrnLk6AInvv9xZh75DFOyyE5eUY2ukacKuXmW6akMIwotgtKCwuP7J6lvXcOefwmXefB9RGvK7XWuv/YWB2YSssOP0DmyxPGTH2br/GssX7lGX0O0fpXL212Wnvk0P/eTT3EgEZaeeBwThpKLM7jSMywSvHfoKEKaaQOkAF5hjcdFgnOOojR3vbPq6XkO/7V/yEPDdbo9hV06jonHPN0q//53vkgvD54Pn2J7+xrD1fMcO32akz/1iyxcOk+8s8a13xvz/PjjzDy6j+eNd/G8eQ179iVc6oHgubXO9TPBc+kROkeXOP7Qh9k6+xrLl8c8t7osPftpfu4/eooDqbD05Hfx1HfwtI6iaj1bzwfTszWd3HSiAlU7z2BUEqWzDCOFHxRIKs3IEARFhj72JCce+yD9wyeJpvqk61cZxRGX5hfZqTxm/gj5xbOkpz/F2s2rbM9mrJ/6LBu9k/hRge51MYOrbBWebFRQbQ+IkpjCGHycokZDhl/6PdTVt+jEwtEoxyjBTXW5sL5NOjNLeeAUVdQnrnPMkdNkS4+zsLxKvXaDqM7pljv0lo6QHnwIXxZsDh11WYIzOBymqJpZ01WB606hFHjjqI3D1BZX1wwHA4zjnq6wWVvPIC+JsuC5UyCZYCV4+gx9/ElOPP5B+kvBc+0qo2SP54WzpM+MeT78WTb6wbPfxexcZct7snzMszb4JEXlQ4Z/+nuoy2/RSYSjOnhOd7mwFjwXxjyPniY78jgLt1apV8c8jxwhPRQ8B466Cp5+zLMscL09npXFmZrhTuvZej7Ynq3p5KaTDZKwntxqhrljp6zprawSa0HmD6N704hPOfmhT6B9xdq1ayit6BebLCzO0+t2EJ/go4zqAx9DaUXv1g0SyVn3UwxX1lFZiuqleFNj+3PUtaP0CueEqlYMzr1FdO4M88U62eEjlDfOg3IknQ7y1MeQ3vexcGCGYnYRs7XM6PplhlMjrM6onbBZeKKoB/kGfnUTshyVZGSlQYeli2ojVJKCd0iiiaIEHStUlqGsJXGGYhDh8grrDfZeBkm44Dl07BQ1veXgeeAwuj+NkHLy9CfQrmLtyjVUpOiPNlk4GDxJ8Dqjeix43hzzXA6e/eDZmaM2jtIpnA2ebwXP0TrZUvBMHUm3gzz9MaQfPOeC59XgGe3xHG7gV4JnmpFVY552zDMNnolCSfC0ezxd69l6PpierenkphMudRQze+woShTUNcPlG/Sp6NsCxxR6egY7KoipSWYVOknpRMdRcUzdS3CS4lRMdvAw3lkk6+LqIR6LUp5aItK6hNGQ6YMH8YlCTfVR3jH85lfQ596g301xzuA2N+hHlvlTh9jIPdtP/iSpn8dmmjhLEDdDNcybVX2jiIVjR5k+stQsvFg/iRLBxxHWQRIJsfJUlSH2EJU11jfLycdJhOCJtJCKpygKEqWZSxN8XVMV5V3vrDqOmT1+tFnKpKoZ3hrz9MEzKoilJtFjnskez0OH8XbM0wdPNeZ5KHhOB89vfAV9do+ntsw/fIiNoWfnqTHPTvAc5M0S/lHEwomjTB8d81SCj+7SU7eereeD79maTm46UYFSStCiiJOETr+Dmu6TKEhjjYoTdKRwtaEbCXGsEa1JNSSRJi9qrBe6cUwy2sa8/QbF618jEYOfnaUXC/LY9zMsU1w5Io0Fg6VYu8nGb/0avPUSndoymD3GiJLFgwssnlokOnaS6q3rZPOLzNLDW4MkCb4zjaksUwdmMFGfOBIi57C1Ie2laOWpbXNhr+baJo40E5xxGGtJoogoAmObS3VZa/DOEmvBqxiVxNiyIO5md72zighajXnO9En0u3hGmlRBEmvy0R7P829QvPY1EjXm+cQeT28pVm+y8Zu/Bq8Hz7ngeWiBgw8tEh0/SfXmddIDi8z6Mc/uNKYOnvEez37wNM0FzW57dlrP1rP1bE3v3nTiAjXTz9guHNuFZb6XUnsPKiJVulmnKYlRiUbimEgrUM216NOuotopGJ35OnpzlW41pN+fRff66OEqPt+md+4LXHt7k5M//GlGWztw8xrb/+afsbN8hWFnjjjVpNMH6XVTel3LoFKs3DCM8pLypa9T7VRIOWTmYA8/tYgdDokjhYtjnHjKymFMcxVIBTgUWjymdmE9KI8zlqqGyDlU3VxuXolvhkUaQ7ej0EBZVYh33MvixhN7RgrE4dWY5yvBsxzSn5pF9/voQfB88wtcO7/Jyc+Mef72P2Pn5hWG3TliFzx7jedOpVi+YRgNS8oXxjwPBc/BkDje41k3Cxk3l5kOntUEnplCS+vZej74nq3p5KYTFSjnobIQRwpQRJEi0Qq0RitFGgnWe2pUc8kQBZHSDLe3Ma99lfLFL8BwC3fkUfK6IO7NU1x5naQ/zYFZRW9umlmuU+/k5M//DvMPP8bSL/1XzOQ1y698HXflItnGFWZTIVs4QDzdZbR6hUjHFKUnMSPcygVmpqax5U0G/R65TymKGo8niRSJihHxxFpRllVzzZQoZjgaYYylm2iiWABHFAllUeGwKAGDMMwrnGkuwIWtMffQJ+33esbvwTMOnme+Svn8FyDfwh0Nnt15isuvk0xNc2BG0ZufZvZ88Pzz32H+0cdY+lvB8xtfx13e4zkTPKPgWY9wy8GzuMlgaszTe5JYkWR7PNWYZ23ppu/B01qsbT1bzwfbszWd3HSyQRKu6Rbrd2K6iSbWGi/N8hWxFrQSEh0RKUEpMNaxc+0mm1/8bVYunqfjazrXzlGefwM1PUdy4DDJ7Cz91LA4F7N29gKMhqiv/QHdi69gP/WzFKurbJw7h19bI+l1ifqPURfbDAY7FJs3OXb6BBdevUq1do043yKWiv6BadZubWKf/jS1ZBhviKIIBJz32N0rOlqhqJtLuRsnRFGME9dcyt16rHVUtcNZg8JR1jXeGvCWfDhCsJOttvtunum7eOrgaYLnn/w2KxfO03E1nSvnKN96AzUzR7JwmGSu8Tw4H7P65gXIh6jngudnfpZiZZWNt/bxHAbPZ05w4cxVqtVrxMPguTDN2s1N7DOfpmYfz9pgjaU2QuHGPOM7eBqDEkdZBU9nyfMR4puduPVsPR9Ez9Z0ctPJBkkoIYkgryoinTaLrCpFonTT5FOCF6H2QjfSiBh2rCX55F/n+KcUbnsZf/VN3NU32XAdFjKHDG+ineHSRWGwsQWmQscV7uBhbm2WDH7zn6OGK7jZg5i0jy+HGGqSuVkOnf4Aa2+eYe3Vs+jHfpA4jpmZ67NSRGwc/yQceoKysljnmU0VHk9lDM57Cusoy5phWeO9wxvH4bkMvLC5MyKNFXVtyYuarZ0hiXicrfGuxlvLziCnKgucre96Z/0LnlHwFEWSvIunsSSf+usc/3TwvPIm7vKY56DxvHhBGKwHTz/m+a/28ZTg+cwHWH/jDGuvnEV/8AeJk5iZqeB58pOw9ARlbbF2j6cb8yyCpw2eBM8oeI5qtraHJMrjzD6epvVsPR9Mz9Z0ctOJCpSxjq2ibhb7yw1ZEqMVZDhEhEHtcTi6sWCcJdIR3aVTWNeMf+8vHSd67DS3LpxjYfM6/vo5smqDza0cUMS2JHY5tWTcOPxRVm6tkRx/kvj88yQXv4klJn3so3SmDjIzbVkZOM5eHlHrPr2Vy8iTzzI6+TjR0Q8iWcb2sKSuDN1Owq2NEdZZsri5QJZ4B0oxHBl0uMz81qimrGrWt0tS7ckiwdSGorKMTEmZ53jvsHXNYDhEi6eT6LveWY1zbI1qVBRhhsFTQyb7eNrgefQU1jpq6+gfOU70+GlunTvHwtZ1/NXguZGD7PE88lFWbq6RnHiS+NzzJBeC5+MfpTM95nlxzPOpZxmdepzoePAcjHmuj7DWkiVjnrLHM68p65r1rXfxdA5ragaD4Jm2nq3ng+nZmk5uOuE5KM/NrRFeNPNTHZworLeournoVDeJiBQICZX3RMrSiT3dROM9bGyPKFeuMr9yjviLv4XpTNO79C1ynSJHjjLTSamyQ6x97G+weXOVhaMn2HERyYlHiW3FzpkXKU2NchXrR05TPfwxZk//Aje+8QJ1tYl/+jOsDitkreDIwZSZfoeqNjhjSGKF9YraGIZ52YyWsRZRgPd4JaxsjijKkqqoGOFIY8Vge5uyLDF1RZHniHfMTWdsbG3jRTMqirveWZ0b85wOnpVFVcEzjYgkeDpPpMc8gY2t4HnrHPEXfgvTnaZ3IXgeG/P8xJinj0hOBc9XgqetWD96muqRjzH79C9w4+vB88OfYXVQIasFRw6lzEwFzzp4RmOeOniGyz/f9ixKqrJi5Pd4Vns8N7fxSjMatZ6t54Pp2ZpObjpRgapMs2DqVCbgLEVVUdaW6X6P2W6M1oqy9gwrQ+IUaRLjakftYP3WCn64xeH8KibpU/3NX8VceZPl/gEGZ8+QbufI9GEGP/uPuPztN0Ayhi6i9/AT9GemcVUJ8w9j1m9wc/MaOwdOo0th88oFkvklynqe2gnOg3jPTl6TF2FJd1szKi1lbaiqmkhrUg+bm5tEcYbylp28oK5rIvHU1pFEmm4UMxiOKMqK6UxTKWF9a8TV1Q3cKCeNI/Q9rG5c7udZWaanesz2YrQa84wUqQRPD+s3VvCD4Jn2qf72r2IuBc83z5BuBs+f/0dcPhM8fUTvkSfoz455rgXPheB5+QLJgT2ezrMzrMlHezyr4Blp0hg2N8Y8h8FTeWoz5jnY47k54urKBi7PSZMIfQ8Tn1vP1vN+9mxNJzedrAXlLIM8p6oq4kGOKI1xHmMseZpSFgXOGqanZ+hkCV3rGRQG1q7T27pJ/MEPkx+Yp86m6ESCjXrUP/A58he+RP/4UZa3tig7h4j4NtmJh5r+WRT1aITHk2UxQxTDGuLRiO0by9TbW6TT05TDIb1+TjXK8UoxykfYqsKLkHUy+t2YTiSMcsPWxiazUx3KwYCcgsoY4qhptna7CaOyYrC5gdsydCjJd9bZyiPyskR7R+xquv0MU5WYe+iTds4yGN7Bc5RSjgqcC56dMc+V4PnEh8kX5qk7wTPuUX/qc+TPfYn+yaMsb+7xpOnvrkcjvPdknZihBM98xPb1Zeqt4JkP6U3lVPm7eMbBc32T2ekO5c6AXAqq2hDHGu883U7CiDt4FmOeU8HzHs7ptZ6t5/3s2ZpObjpRgQIY5AXdNCZ3nixNsc6znZfkRYkSQYuwurlNnCQoW2OsQ/IRemWLqfhtOnPzSGpQdYm7eYmbFy8Qr1wliiOqrXUiEko0w2vXWDj1KMX2FptFhS12EOfIb10lqYbsvPoi9GbJ0i5JvsZgdR3vClIdMZ0odgY5g3gKopgSR5ZMsTMsWN8e0Ylj8ho6c4tobxgORxRlTRzHbO+MqKuSYlSwne9Qq4Qo6qHMCFdWFFVFHGmGwwIlEKu775OWXc8seCZ38NzYJh7u8VwOnvPBswqe58c8N4OnaIZXr7Hw8KMUm3s8b14lKYfsnNnjubyOt8EzVezsBM84pvRjnltjnvOLaGcY5iOKoiZOgmcZPIetZ+v5vevZmk5uOlmB8p7BzjYww3SvSz4cksQp3jsGeU2/mzHdy+ikCaWF9bWcfpYQzc0TLRykFwtmNKQuLX64hVghKgvM4qPkaJLFh3Gi6c0eJInA1oacGh0l1C6iHg5xElPNncCbkvlEQZUzJSM6HY3tTeOjmJFKMGqGuU6K7vUgiklijSFiPs7QyjPY2kE5S5ImVF5B1HQB6q4mTTt0ez2GmymDyjIaDFC1JdIaj8I4QaKUraIi1feww3rPYDt49oNnssezP+a5usczEUw+pC7GPOsCczB4HnoYh6Y3Fzyr4Bnv8Zzfx7MbPON9POPgKft4ZgkVwbMy6I4mTcY8y3fxHFWkUevZej6gnq3pxKaTzYPyHiSiNI7SOqJOHx3HxFFMJ+uEQQieylZkScLJ40toCbOGvSbWEPdnoLSo6XlMbbFRRKwFh6UGRBwRsKNjOmnEdJZhHbjuLJEHZQ15ZRmOhqhYM+dHrNc1ka+ppxZRWtFJFPX2AJ9mKK2pLOzUUNWCR4Mosql5doqC1c0Kg2JlZZNuopma6lFVBaORYTDSaJ2whaXyHudK8srT1R6Upo4S7uWAyoYZ5N/hGcd0Oh2sU9S1pzLB88Qez2jMc+Y9enb28Swtw3yISvbxjILn1gCfZagoeFZ38NwInsvBczp45oZBPubp9niKpo5bz9bzwfVsTSc3nWyYufMMJKZjBTsypElMP4oY1M0igV4Ui1NdrBOW13I62wWHF+ZJ4ojaQl5alFaUxtPrdEi6Gu8c2jtqb/FJgrFQ1xVJnLITFh40rpl9PNXPSJMEpQzTvR75qMT6Dn2VQznAWEUpMbEoVHeK9WFJvlWh4xgnsLkzQvAszU8xqkq8iklSoS5qZmem0EqxMRyBsVQG0k6H0WhEUYwQ75EoIepOoZTDViVlXaDuYaqucZ4BwTMPnnHEoPJU5ZinH/NcvINnN3j64OksPg2eVUWSpOzUezyngqcEz+IOnox5bu7x9J6lA8FT9vEcjHl2O4zyEcVoH8+ypKwKlG89W88H07M1ndx0sivqigCCCFTWUZcVFqFjIyrnieOUYbh0RWkMo9KSdAqmsgSlNblx5IMSHUdUYlGuZrYT00kUhpgKQHl0nDAVg041RsUUFrpZjNBMZBM0Guh3MrAVheoxSnp4ERAYmWZwRTfLiHXFRuXRShNFmk6sqa1HKwV4KitYD1prnKnpxppKPBtDy+ZgQJ4P0dYjzuBNTYRhe2dAaSwKhy2qu95ZhTt4phGVfRfPzh7PaI9nOuYpHp0kTEVjniZ4SvD0Gi3B0+zxVPt4lh4daSKt6SR7PGvBujHPZMxzex9Pb9jOB5TWorzDjlrP1vPB9GxNJzed+BxUMRqysW2JopjjB+aoKo+3GtERg6pGiUermG6aMdtN6CWKnbJGK0M3juhNpWFFXxBRJNoxLB1x5NEi1K4phMPaEUURQnOp4hohixR4h24MKZ0jBRLlKVA45/AoSq+J8FixuCglcpZBUZBmzRUeV4cjqtoirsY7j7EWcc2SRsbUaPHYuqIXa5JuhqlrRiNLbS2mWVUK42oiJVh/L2uf7PFc2ONZB08d080yZjsJvVSxU9RoPaGncUREiAfvHbUf81RjngKJeAoJnj54SvCMxzw7Y57Vd/GsgmcveOatZ+v5vebZmk5qOmGBcsTekGYpSRxjTU0lFiEiwTOfdehp4cbONlWiyeJZHJ5Ea2prqYBRXqLimEO9BBC2K4sWjTOOWNHMQzIOE0dUZY0HSmNAx9gkIo0VlWm6FDMFCkvlBaUVkYBDWMvrBr8ompnPaUwSR0R4nHOIdQie2gHOMyxq+omin0RsO8ugKMmSiOGwJB+NqKqSSAmihLqoGIxyTFU0F+S6+z218cSQdu7g2enQi4Qb22OeZfA0wXNYopJ9POvgqTx17TDJmGdtIBrzrD1VbcgElATPKHjKHk9jybI9nua7eI7GPPMxTxHqMniWrWfr+YB7tqYTm4r37/0axiKyAly6l+/nAc1J7/3ipL/Uet4xref7m9bz/c1deUJr+i7Z13SiAtWmTZs2bdr8ZeXehqS0adOmTZs2/4HSFqg2bdq0aXNfpi1Qbdq0adPmvkxboNq0adOmzX2ZtkC1adOmTZv7Mm2BatOmTZs292XaAtWmTZs2be7LtAWqTZs2bdrcl2kLVJs2bdq0uS/z/wH/gn1ztxdcNAAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "autocontraster = vision.RandomAutoContrast()\n",
        "autocontrasted_imgs = [autocontraster(orig_img) for _ in range(4)]\n",
        "plot(autocontrasted_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomEqualize\n",
        "\n",
        "[mindspore.dataset.vision.RandomEqualize](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomEqualize.html#mindspore.dataset.vision.RandomEqualize) 会以给定的概率随机对输入图像进行直方图均衡化。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "equalizer = vision.RandomEqualize()\n",
        "equalized_imgs = [equalizer(orig_img) for _ in range(4)]\n",
        "plot(equalized_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 增强变换\n",
        "\n",
        "以下的变换是多个变换的组合，通常来自论文提出的一些高效数据增强方法。"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### AutoAugment\n",
        "\n",
        "[mindspore.dataset.vision.AutoAugment](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.AutoAugment.html#mindspore.dataset.vision.AutoAugment) 会应用AutoAugment数据增强方法，增强的实现基于基于论文[AutoAugment: Learning Augmentation Strategies from Data](https://arxiv.org/pdf/1805.09501.pdf)。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "augmenter = vision.AutoAugment(policy=vision.AutoAugmentPolicy.IMAGENET)\n",
        "imgs = [augmenter(orig_img) for _ in range(4)]\n",
        "plot(imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandAugment\n",
        "\n",
        "[mindspore.dataset.vision.RandAugment](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandAugment.html#mindspore.dataset.vision.RandAugment) 会对输入图像应用RandAugment数据增强方法，增强的实现基于基于论文[RandAugment: Learning Augmentation Strategies from Data](https://arxiv.org/pdf/1909.13719.pdf)。\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "augmenter = vision.RandAugment()\n",
        "imgs = [augmenter(orig_img) for _ in range(4)]\n",
        "plot(imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### TrivialAugmentWide\n",
        "\n",
        "[mindspore.dataset.vision.TrivialAugmentWide](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.TrivialAugmentWide.html#mindspore.dataset.vision.TrivialAugmentWide)会对输入图像应用TrivialAugmentWide数据增强方法，增强的实现基于基于论文[TrivialAugmentWide: Tuning-free Yet State-of-the-Art Data Augmentation](https://arxiv.org/abs/2103.10158)。\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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HKUWr1caYEqk1QsV4JUIoKpbQ0KhOimzFRI2I2liCSBRaK3QksVqitERECrTCVb9BfKsCpRHOIZb62CSCtIWWgbdlFFWpAA+dOtw7jq88pytxDofAhfWuHMo7nHRY5XHOoYTFighZ5LiyQJWe1AisCaHAsrQUQ4PxmyFWD0MHaw7XNzCy+Mziho58CHkhGJUwug7+FDpGtndDmeF1gld1hJBBqEeVgqq3IE1DqKlWr4SqDoJTBT4Oj2+u+FTDHhWkExY2NoLnFI9tGaRsevMQ4os3Tr2eP9m09N0Vb8rZYOE7XwlFByaqlNKwSspR3dsQHi9y8FU4ylp8YaBfQpZD7iAPMtYMw9uMcsjsNcMZSEaQzoAr8EKDiAKmqpKhkQ7KPYrDLa48U6lenwyU8spzUsN0SIXgHQwHQbHpRnhuE1eolF0ddoxfhWkV3hOGLWUlNg2ASsFIFzxTZ8EXYLOAp5NXMLdlFU0x4TpsdZgRwntViI8i3LwJb2+/jY3/lhSUEBKp68SRYJD1yK0lTjT11hhSK6y3lBaStI6IaxDHCFUBeHVCWQTbeSvBSpVbQiBajaBW5VWJvasEqr8q7CQ2Q3oiKBm8A1Piy7KyqOyWwHTW4osSOxxSDDKcLcFbvDc4W2KMIcsKHCFfNswNWV7S63sGI4E1CmM8oxJ6mSSznsw4rL92AYBQSN0kFjDIA55RklJvtRFa4So8o7QJSX1LQV1hzKsy1uIqPD1XsNPNcLyFJ1fi1Fvh0U0LinC8qZBeh6d9fZzfWihK3GCIGYzwtgQfcnnehTxTkZUVnp5h7shyQbcfMxwprIkwxjAsLd1MkFkYGY/xAq41xC8kMm0QS+j2+mhrSZoJ9dkOsq6wzlIWkNYbqPEmjKWoRONijdEKryU+JJFQUmGVxEmBRqAQCCmIah2cF6AFkvC6V3FVJOFxuMrIcUjv8cLihUd6hzAWM8wxgxzvHMoYRGmRxjHILHRz3IUB3ctDTF6CM3hjsIWhyEr63RJb8Wevb+kNLIvrntWBoDSSwni6JSwXnqGFgfWU1+7gg9CQTOJrYLpLyLJANZrQmQu86AowAuKJkFeqVwpKX82n4qoCCHWFDzf5c3oihANVtcalfL2CwlWCclNwVvzpbODJLAs3Z4LSsRZcpWxGI1hdw6128WVWCdYCX2a4IqPoDvHCIQRk/YJRP2Nt2bG+LjCFpMgt3REs9KBfQLeA4nrwhKAs9Hj4fvl6EPBJCvXxEGKkDPpXj0PSDN6pDgbSlXV/9ZqvHvurMB0b58qa35QLVymoTaW0lWuywVPalJlFEUKfzlZeUvW8cfgih+4ABllIlbjiCq6mxGa2urYYk6eUuWfUl4xGAmcc1hhGJWwUESOrAo8CsPSmcL0lBeWROFUnihM6rSl0FCOUQmoVksyuBAlS1xBRKHxAKbwMVr8Qf1yg+quT9YiQN9r8PAGbuRLYDLFVYbyKSYUNi9hlBW6Yk/eG9Ps51oZ4f2kt1nmKwpAXjsGoZJAZrHNY53DOYiwYqyhMTOkcxnnycnPRRxTGUBhLURqy0pCVltxYCuew1xGSAonTDXSc0B6bRUVRCJ3osECFM0jpQ7hT196w8N9QUvU6ZXUFz63qpGDi88creTYZdtMKCh4OowI/yim7I4b9DGf9FTy9p8hthadlkIF1KhhYTlJahXEpZekonMM4R146CmspjCe/Cs9RaclKR2YNRVWBds0kJC6uE7VSJvfNolsJMlGIug4hvrJEKogaDZJ6g6ie4lKNiyKkUsRKIZTASYWSGiElVm5W8YVKPedDoYOVUFYCIhhcnqRS9gaLxIErUZkhHxXYpRH5wpDB6R7L50eY3GKMJ8sthfMM+obBwLK6UbIyMBTGYZzFWEtuPZlVjErByLlwfinIrCCzmtxaCmspjaV0FuMcxlrcVvXqteKpIO4gak30zAGoVcU3SRyEn82DYEvawQtPalXIKnoTQ+oNwjV8wJUQ3eZa3+LRTd50V+59CYWBPMdvDGF9gF9aI1/uhWIS4yhLg3GWYlCSD0t6GzndXk5ZWkxliObGU5QRo7zByASs+5lkVCiGRY1hVjDIC4ajnF5W0M0N/QKGBH18XSQU6A7EKaK9qzI6q5CfJITMpA/FDVE9hPS0en0eacsYVVdhtvUBWzn44AVdXcV3VShvK4dnoHRgDH5QQD+HjQzTL/Gmqgi1HosPzmiRkI0Ssrx63lucs5TWUTpBaSB3jtJ7shIKa8msIC8dmbXkpWVoHAMDmXVkzmOc5DuioEDgVA0rY6ROIY7xUuKURCpFpENSX2qNV8EaFVvKqVJKEryQCAReXmHUrYUkr0qBVHgHAevxWxreYLMCk+Xk/YzhIDBhd1jQzyzD0lM6sN5jXFBU1vnKKVBYL/HOVkpMhXyAc1i7+ZzDOIn1EoOlQFB4KHzQ9k4IfJW7vB4HyiMwqgEyRusUGSd4KRBKIlTAEq1DyEltuvdvUE7qKitpi1GvuihZPd70kK7CE29DKK6wMMqxo5xikJP1c3q9ko1hwSBz9A0YJzBeYBwVnhLvHM7pIAidxVTYbeG5hbHFeBduWEokuTcUCEokTli8CHnD64hI4YXExQ1sFCPrdeikuFgiYoWsR0RpRFKLiRsRPtGYNOQAYq3RSiGVwimBFxonFFYJ7Fa9uNjS8+aKCVXBGbJLI0zIG/VyitUBo8UBw/MDVs8PWTo/4vJyznLXsJx7MhsWcmEdpfMY64J94BXWSay1FFZhnMN5FwwnGwSBcY7SS0zFn6WH0oPBh6hL5Sl73B/ruHhrVAlTXUckoep1s5CAJAnKKKkKJDZzJlq/XjkpUYWZrkrSX62g3vyXrG4mePCjLORSNwbYlR7lco/B0oCN1QG9Xsl65sgMFM5RVhiVxlXOVIRxCmdKCqMxxuKcC8q8DJWjhTGUVpM7Te5LMgR9D0M8IwFWCLwocZ6KH64HVAWqU+WTUojTK1UYerNQQ4c8lN5c91cr+ipXxhuV01VYbhqjWzJ0M49chUadwWcORiUMcly/wPQMec8xHElGWZO+VRROhaiccxgHxoWcvvce6z04g3H+dWveeIv1wcg3lbFWCkchLBmGXFhy4bDC4YTF4rDfpo3oLSkoh6TwNazTGBOhpQ7lz2iEVwgj0ZFGeQ1IJArhJcIKnBCVHBUhZFzpqysJ+ApINg83BaqvInoeayyjfsbq2oDV9SHdQcEwt7giwwmBHXTpupi4XqsU0mY+yYewDI4q7VQx2+ZS8HghgrLZCpH5kFLZFD9ChvJ3CSIkEsLxdfBqwLOOdRGlidAyeh2eGBmKTlDgFQIFXoYLr5Q9NuDJ5rVD0JqbFtSmWN3EWbgtxrWlJe9nrK2OWFsfsjE0DHKHz0c4KbGDHhsuJa7XsS7kSoS3Vd9NKM/xwuF8wNdivw2egQdCAEwGPIWqKns8eA3eXh+eXpLbGqaMMcMYrSNUQyNdhLCasqcwYzEFCcJHKGK0i/A55FIhtEApgS/BS4+OREjgejDe4auCGeNBWI/C46RDOE+Bx/ULNs52Of/qGmePd7m8lLHSM5RZ4M+y32XZJ0RJgnEeZy14EXqXvNgsocCyqXA2/YcQaXCCYNRt8acK/7OZL6h6jMSm5XzVmroW8kisG0OYFFGkIa8Ra/Ax+AgyBSYBYgQRoMPvWIqrlJMIX0iGl8MX8lf4c1Peu4pXZVicHg9ZiV3q0ju/xsqFVdZXh2z0S+ywj5OCYm2JRd+g1qhjrMdZA04EXvUWj8SL4M++Dk8h8Srg7l0IhXnhsSJ4ChaLFwqvNEJ5hPKgQohWiauMvWsihfPjCBeDqcq/vQy4OQVFVTyxuea9BL8Zkq/WvBR4S/itVRXe81TcE0KW3m/yiUOITUPFQwm26xmsebrr0B/GDIoEmY1CtKC/wgJtono9KGZnw5rH46vwqseGtB2qWvMWRCj6CZnW4Ex4YSmFxGKDmBLgpAj5LGmra3Tf0kyBt6igRgZeWAhJ5TgWpIkg1nLrB3bekcSeJLJEkQ9l+dJvefCh4AGMDQtdK7nVYLjZ9CoFOFzFuz54vYRS9dV+wYXVIRvDAmOCMFQ4Zl94iGhqBpv3efpCxu47H6CeJiH55sXWZwRhAHiPDSnrIFBFxdBC4AhWs2VTkYmqzL2qghGuCksKZPV9rpWGRvLMYo1Ia+JIkyYRcRRydk4IvBckkSaJJVEk0JFASoHzHoFDCPU6PJUKhRFbeIpN/N4MzxEr/ZLzqxkbw5LSBsWl8Oz75pfQUzO4osvTFx0773rXH8Mz3Fd1En6rBOB1eDohsMiKhd2b4yk9XoZE6/XiuZbD7xzXpLGiUZOMNSX1mkRoGYSPczRbnkbbUGt64ibIaFPxgog0UknKokQqQZwovHFVgZgLeArwPhR+SOFREELFgz5nzg157liXC6sj8jJYlRrH4SPP0Zgax3bX+ebAM77vVtIoxnjAXVFQwQoNv51BbAYKg/D0rlLwr+dP70VQYJvWkvBb3vRmaPJaqZsJHjoakSSaek3SbEqSVCKUxAmH84JazZHUbagQT4Pj5HzAE6URUuCsCc5+pMBe1awNSHGlV3GzstN7B3mPhaUBR86scXltSFaEYgaN4aYv/xH1PTOUaxf5/LLklgcepFlLsU7g3RXF4x1YK/BuE09VGZ0u8KMIfGF8iA6E5maBE1XeXARBulmQoISvcuXXTgMT8+zq3mrNK9JEEVVr3gqJQ5FEijiGKPJILZFKbhbPVkVmAuscUnjkVu9ZdSc8sjKqN/P0svLwRTlgdQBn1hSrI0lpQxmd9gXvePQzqLlxXL7EE6tjTL/tQWpJgvOhVWhrzW965d6F6xUEY9R7HCb0CQpf1Ue4ymeTOKGCceUESIOXIaIlKjvmW9FbUlD9Ep5Y8CSxJ40h1Y5IGoSKiJIUpSS2t0yz2UQ3W0TSI6Xfij6pso/UEei4ujB/VS/e5gSFwAQhMhXu1WiNHavPUKopFrrtyieQCA/a5tSHq6zmc6ztfoAdUzkIGRjNyxDGqsw0IcJirtLYYbtfsWlxCexW+GrT46qsLRxb1YQVswZP+41zAt4a9Y3gkcWIJI5II00tksTCgfboJA0KvLdMo9lENceIpAi9ZZWVrIthyPNFCUjQV+PJpvcfrKrQPOqRXqBHK+xf/jqLegeX+9N4JMIH/LXJGRuscGlsFwt7v4e52QII4U5XxbY3/dw/GU9Rhfr8VjFJwNNX3lXF+N8hPNdL+K1zPhSXJdCMLakyCO1Iaw3iSOO6lxjvtEk6kySRI9Y2pEUkxPkyOk6g1kBEgkRalCRMlBASXRkoAoGWMjgJHqK1y9x09mv0xSSvLHTAiy3+jE3OVNbjZDbJmV330CwKnBeUXmAr/gy8FoSNcyKEptm09kUIo1wVXjVb/OkrZb/pPfkrNzbX1LXjuZLBrx5xNOueVk3QTg2pyhGRJW2OkcSaYuk0U1OTJJMzQR4oi5ACKTzRaAmV1CCpIzREWy0bVAZexZ9CoIVECI/ygmjjHHPnPkVP7+XIwlwVR1dID3ExZLy3xtlsJ+fv+igHhjkeSekkLozZYLPzQ6oQhjYEr3fTezLWUVqBsYLS+hBirYoMvFTBe5IeoRwoC9ojrSeqvFzctZfyrduIz67vIIk09UjR0IJUFDgdo5N66GXbuESj2cS3OsSSUC0qgrJJiw2EjrFxDaRHEwylzYInVVWOis01j0MhqPUvsOvipyhrN3MuuwOPQPigvNJyQLO7wvmJPRw59F7amQnKG71l3Pqr3tNW0RDrN717ifOuCk8LnDNV0WRlHgu1pciQIY8bPCmLruTHt6K3WCQhGBFhfYTzGrO2gFg4wbC9i87eg6SR5OTRE+zdvYPxWgeFQHsZFnnWx5x+ATexi2R6nriWInwQSlvFZVvl4aBkWFyi8gj7fcPpuImK463rkUBkSuSBG+nvuA/lBe20Wbngm8CGEnItIFKSwoZcUxitE8qfnXeVNepwVc7Euyp05SzWhlxWUZZYGxLXhTE4G7zGayWHYCBiSmIMCrd6iXzhCL3OXlp7b6YWSU4fPcneXfO0axMoJJEXQTBmPTj1HOXEPqKZHUS1FOl9hWdQRqqqxhNViDvIBY9ynn7Pc7I2joqT1+Mpc+yNB1nZ/QDSCdrpVaGDKgxzBU9R4VkFQp2r8AzYeu/fgKfDuXB+wDMktK2tsHW+EjLXjueIGOMTrI8o1xZQy8cYNOaZuOEOGl5z6ugRDuzZy3R9jshrYiuDUOivUbzyGOXUfpoHbqLeGUN5T0zIn0rpiYRHYEKDoZYoGYRGy0rWLhueTNvEtVqwsn3wtmqlRe7ZycKO24mcYHxrsVdxZgJmsYRaJBiVjsJYPB4bLKbK+/Rb2JU25FGc28yXOox1ZJv86RylMeF17+kNL14TnhbBOjVKX8P4mPL8CcSJb7A2fTM73/YgLad54tEneNvth9k9tpMYRexkSJ30lsmf/D3MnrtoHjhErT2G9qCrohNJCJGCDT1GanMslUc6z2gx5+XGJHG9seWzSAFpVuLvOMDyrQ8SOcFMazPcbCv+dAhnKzwlo9JQlAbnPdZahDEh71GFWK0NuShrQ7LfGENpQtHJYJRRlCWFMYxGOcZajLMce/nINfOoRbImG6QyJhcCtXqC+vmnuTh9G/H+O6mjuHT0NPt2z5I2d6A9RDakoWrDVWpHH2Vt9lbc7F5UvY7ywYsXhNSDDrX0SHxVkxJ4NHGQdxVH9QFEkiKrkJ8UoEVE77Z9HL35fXgnadeuKCRdrXnpDVo4EunJLQEvwDuHdBWPVqF/V+XzvXN4v8mjviqWMiEnbR15aXHOh9aJb0FvucxcNVroKEInEU0GzLRuYHn6NlSsibXmwF3vQNoR8VgbrQSK4HTUYkf7jjtYq+9AKIFSKgQwqtJoIYKyCoJVbFn/UgSLOJKHmO8cYlNc+uqHUXmXmjvH/ltu3HK/g1UWhHMw0EJoK0TArszh85vlk/gtAeur3JXz4dhZi3UWZ22oELImMHVRblUCXisJIZCNsS08G3TZ0dzPxbm3oaKIKFLsv+sBpB2i2x0iKdAiMF09MkzcfidLzb0VnjLgKTcV1NV4VvnpKiyVxA4pbmN64i6mq6yR86DxRNkGqT3O/lsOVn7s1b1lIfYsqtCWrMr+Q6ojFEpsjprxogqLVTdXJVL/GJ7GXCUkHPY6FL4UEtWcRCcJUa3GuM64qXOQEzveRVRLqNUSbkw/jLI9avt2kySSWITCtPF1z549D3Jy9lZ0qogSTYTFaxHCLFIQbyoqLdAqLHwlPY1JRV3exe03P4jYzMk5T4wnHqzTeqLLez/0TiQy9NwJgidmTUi7yGBMRIoQnqqUly1LKENPicdjSou3FluGnj1rHGUReNEUhuGwIM8NeWkYjnLKqhLw1y6+fE14KqVIJmZIailpo8akWOWm6Xs4efD7iWoJ9TTmnd//46iyS21unlQHPJWCsbph/mM/wPnx25GxJIo0quJPocLkEC2Cp6WVqAwojxKOeh1i+b0c3vXBkPNwIUQV4Yl6K9TcRe7/wIPILf70COG2PJsQevXoylrfnAnpTBnK0H3w+e2mojdmS1kFBRXaJEajjKIoKcuC0WgUKgGd5XevQ0FJKaE5UfU7aRr2EnsP7mN173uR1eSY+bd9D95uQGeiSjs5hHQ09ICZu++h27kTrQVSCbR3+CovJUQVNReuGrnlgpckLFJn4O6ls+MdtCufxXtPhKM+HCMZzrH78EGklyF9AOHeh05vIVzAtMpnOfzWmheuwlQEGcrmeq8UVDBSDc66sM6NxVhTrfkQvuaTb47XW1NQtqDWHqPRapFGinQspjk8jZ2fQyqFVpKylsCwS2tqgkiprTxpXKSkDBlrTCGkRI+61NfPUEYNaq0mo2QCJ3XQ+pXntBldVyNFoobMzc5ulfSKqlxS5E3MhZRmp0EUR3gdb8VMBUEoblYFeL/pnjuEFzhvqxYgv6X5nQ9M6ytPa7O6z9lglZrNW1lgjLmufKm0BWm7TaPVohYp4pamOTB05ucQSqOVwNYSxGDjDXh60jwm9k1arYBnNFynvXqaIm6RjDfpp9M4qYNyqno9RBWT1jWJlj3m56dxIsSYReV1yqyOPp8QderEcYTTSYWnewOem4NLN/GscjP/BfHEFdRm5mlMzdCsxTSHHWb6L5DfeyuyFhMninyxg1xZYP7eG6ilcZg0o6C51qbDGvt234yINMnSJTpHnyFrdmjum6I/sR8bpWgdlJKsgptSOPR0Qi1a5Y53H8JV46iEdyEa0NtgeOpx5g5NkY7VoF55+N4EhW83g6MeZz3YEuFt6EO1Bm/D885ZTBl69mxhsEWJyQvK3FBmJSYzjHoFo2FJNswZDHNGo/K68BTlkPb8HBOzM4ylMa25OtNrT1EevgUZxyRa0m43YXWBuRv2kkQRUWUM1Qct2mxgpm4IJfzrl2lceAZTmyCenqJo7sXpBK2CcpZVrkQIjxqL0dEat9x8E0hZ5T8C/7n+Or0XP8/0zgl0PUUkDbZ6ebzd8krZ9FCdIXSEitAnVc1exFeKyZUYY7HGYMpyq7rPlCVZVpAXOUWek+cjsiy/zqpIUGZENN4mHhsj1QLTOkRjdZXmzjnQEbH0UIuIe5pkZgKtFBEu4DKSYBPq49MgBc3+EjOLz5Enk4iJBhuNfZQqRguHEq7KPwXcVGpR7GN212TIsVH15nlHlCXUTyjm22FCkInqlTwwiCo/GCpdwqH0BuENwociimDsB68rGKJBGTnnKsVftT1cteatMRhTUJbVb/Mt6K2VmccpKo5JG3UiJVGxIsrPUEsjrIqItELj0KZHFCfBqt+03lUTWRpUkiCEQC+uko7WKRfOUPezZLPjqCiifPlJ7MYCfudN2CSlPb8LESdEkUJFCldNVhTegymQaY1sMGD1pWcYm56muf/wprsAQlXDaoMFKqpQFGWOEyKMDlIV6lUORjqBx76uPytUbIbMFwiEuFKFJuS3BvdPIhfXt/DUSiJiSTQ6Ri2NKFVMpCURlqRcfx2eQoJXY4iiDCE6KUgWlqmPVnGXTzLmZhnumAzz+158HLtxCbPrEGVSo7VjNyJOiGOFjDW8Ds8cWatjBgNWX3iS5swM9RtuD0UMVRL+zfAUZYYVIow4UoRQy38BPEkaxI0GjakJklSjOwnpqRdoT9fJ0zq1ekQaORr5IvX2GGkShareSCASieoVRJ0xhFTEzz1Nc32R0QsvMVbuZvDAHqJWnf5nPoc5cwJ36DBifpqZO25BjjWJWxrVTBEiAhzSOvywjx4fY3Vpg3O//PvMHt7D3A9+ABFXFVrSI13o1vfOIQqDNx7f72OlQMZJ6Kk2DqxAbRb6yFCo4GXIPQhJNesvYCmUxokSr1TYceBaqd5GN+qMTYyTRpqoHpH0n6bdSimiOrVYk2BI80XSWiN4SQqUEmHUZVYQ1RsIKYmPnSXtXmTjyNMk9ibMLbvQtYT+F34bc+kE3H4fZqzD3KHb0PU61CJkLQFRlf45h8+HqLEx8tU1lj73SSYOHGTygQ+FdgzUVVGTzSZzi7cesl5obYlC7hsn8dZVYkIghQk5kS3+DBVrvmqNCXiGqj55PVU8gElakCQkjTpSCUw0R7ThqKeKTKdh2pM3TOaXyOKQ10c4hIJCTcCoF0r8haC1doGx/kWy868QlzN09+9CxXU6T32JeO0Mq/vvZlBrku7aj0tqYWZjrPFCh3XrHLLMoF7H97pkz34NOTuHv+k+UAJPHDwn78ArPB5pHcJ4dDHASBmqEGVVOeo2d7DYLNd0lYthq3y1ga2BfEGWe+k3Kw7elN7aLL4optlus9kVLlSKQ6GFwwqNEAKVJGjhkVXFkZRVaWQUowlxZicENFsU7UPo6AIb6SQuqeGNpfvc14nLPt54Xjx2gtt++C8w00oQZlRV2QULtb+yzMJLz7HvrrsxTjK3bw9repzIOmIVIZxFFBk+SkDIoNmRjE69yPIzXyNr72T2be+m1WkBlcDc9M6kCEUDW5VQm17B5jnBt5NK4a/DpFJRRKPdDgpAKVApFoXGYrbwTNHCIYXEEip4hBT4CCInENLjhMQ3xhi0b0fE51ipT2OSOhhH8fRDpGYDV3pePn6Sm/6rv8xsM0KYIaH0O4xHGSwvs/zis+y5+26EVczu38tyNIWs8JTOIosMF6V4oYIrD5Qnv8n6Uw8xGN/D5NvfS7PT2kSz8nb5lni6Cs/KF0EoUeUTrhHPpEZ9dj6Mg4pjpNYYNKmyFDpBakXUGSPxhkgqShFmRqIlviVIfAjlOaWQMxNke99Dmr7C8sxeXGcKNyy59Cu/QcP2cWsDXj5xinf8k3/AznaCGPXxQmFFDM5w8YVjvPrrn+OdP/UxCply+MP3cE5O0h8ZGmkdUZbI9R6+1cSjsdbgvWL94a9y9Nc/T7c9w+G/9AnmDsxUVZKh2lFIH2bwuTASS0obKrltmIxOlYx2SFSkryunF6U1pufnQ6O9jpBRC0NEIi2lipFKEjVbxMKhpMQKdWW91+ooHwpJnBSIyRnc/PuppS+StffjGm1snrP4279ELV/HZ32+8sJLfPDv/0v2TdQh71YKQuOdZenUWY5+/ne4+xN/BmsibrjvPpaSefLCkDZqwTsa9hC1FiCqnTQ8vW98hVO//asMZvdw44/9ZaZ2zLI5tstLgXAi9BD7sK6kDMnakON7PX8qHV9XzhlAxDH1TgcnFV5JrKxjiIkpyWQUFEJaI8JQCIEVqhoVByZOicoQpjdSY8YmWB9/D/HF46y1dpCnbWRpiR/7DPVimcxYXj5xhtk/9zepNTSi7OGEwIgY4Q3D5VWyZx9j+u334VxM54b9XEj30rAQaY2yJVE+xMT1UAjhQoFQeuQxxGOfZ3X6IOqdH6XZaSGoehmlrHyDcK5w32LNi0r2KPFtefQtNupS5TckSsoAVFEQOUMZhzyIUnEVUQuVXVuTFoQK00m8wwmNkTF+8QTpwlE2yoMUjXmiWFG76VYadz4IaYM77t5gOBrhXIobjkIJqZQ4Z+kXjvnDdyCsxY1NU1w6S+uug0gpQsXO6hLuyc9R/8CPY1QSGNZ5ov4yO3dNs5JMomu1UBpdlQ2nxTJGJhTUq67uShk4trrgBVUM3QbPw1zfKIlQNrqJJwJbFsTOkKvQk6NUXBVlORwS60LxiBVhcgPOYVVMoVLql1+jvvAKK8Uh8uZuokgS33I76p73k6RNbn77BqPRCOdj/GAUKu2ExDlPt/DM3HonwlpMexZz8TTNe24JVp4DVi4RP/E7yA/9BYxOKzwh6S2yc9cUC7VJ1BaewZKt5wsYmZKL5uvwdK5i5GrsTcBTVnheH5zBcNLoWKEjRZ4X1EzBIJbEiSKJG1vhiNKBNCG+joopyzAp36g6Wdyk/vQjNF59loV+SX/+VurtGmPvvIO5v/JXoD3B2Moy/Y0ettnAXu5jrcRGmrKwLKyU3PFnPoQcZdiZWYbPvcrcX/4L6FiRG485cpb8P/5Hpv7O/0CZNEJ4r/QkZ85xx/4Op8dmqU2MherJamRXfeM0ZVTHig5CO9ASGSlcASIKDckCj3KSKFJoL8nL6wRUKqTUaC3RUlKMhqSmYFQXRJEi0vXqRBf6w1yVY5M69CY5g5GaXNepHX2M+OhDrI/ew3DyFtKapv6+9zD7ib+GaI3zfSsLdLtdnG3C2nooG9cKYyzLA8PhD/0AuixwMzspXnme6U88gNIK5zz2zCkGv/kLdP76/ytMYHAerCdeOsqB22a43NpLOtYB5Fb4WQ1P4nQT6IB0CBUm7ntLMHK0CqpJS7TWeB8KWK6Httptqj3gJApX5NRMTi8N3qeScZgTigtN4VW/ECLGOgHeYqkx1E2mzz9Beu5RsuLd5OOHiWJJcfs9rD7wI5S1DnPddYbZCOcSfH+AdQqjgyxeLzTTd9yHNiVFZx597ij1d74dlKBwUF86R+uh/8D6D/0NiqgBLhhGycZpot110tYkttbEoqowq6GZHadULXIxWZXoiyqdQhgj5uWVSm0bsojm2wzje0v+qqysh+BngM1GXDx2Av/qE9TNMPRwVDkN5QrS7iLtiy9TnDmKPvsywhQoRGhKFBHu1IvY7hr1bBmZJHihiLTCJQ28lIxJz0wa4c8fx66v4KWsvA3N5NwcUZpAf42VgWdhaY0Xv/wHxNk6VD9+PQXlcja72IWU0OgQm5z5fTtJa3WkqiwU6+DE49Q2zoT4KlX9hgxjnLRWSKnwvlLQarO669pDKOoqPB3gsyGXjh4nevlrtEwfW/UMCe9RLqe5cYnp889hT71Kevp5VJkHT9VLrIxQJ5/Fr6/SyhYQSYKXmijSmKSJl5Jx6ZhLNPrsEVhfqsppwxiVyfl5ojRB9lZYGggWltZ4+cufJxkF3KWEeupQPquaGAOerjlOYkbMvQFPYS3x8a/RWj+xlWjlj+Gp8V4ihApFMyJswXGtpF1VdCDCgjAbG7z44iuIL/w2U6NVCisxSiO9Iy4HjJ85ws5vfIHelx8ifugLqP4ALSXGSUxUxz78MObSEp1iiajTBh1Tq6XY1jhOa9rWMucs/uFHMReX8SrCqQhZa3Djg3dTm2zhVhY5dabHq8+f5av/4peIVy/glUZJR8dnKDvA6QiiKEyun5umPhpx6/tvZmx2HF2LkVEEmcF/9os0j7+MdHlV/CNQUYRUkrgWoaKAp9KKJKmUir4OPL3BU9kWXlB213npa4/ivvQrjBdrlJbgbXpHZIaMXT7CzEtfZPjkwyRP/wEqG6JkGAZqZIz7xmdxly/R7J1D1RugItI0wjbaOAWTWPalMfb5R3AXz+CkxkuNjFP2HT5MOtakXL7ExdUhJ46f5LP/9l9iexdAhobaWm0Ets/WVj1KIyZ3kBY99t97B81OB6IYoTSiNJjHfhl58SmEKyr2FCilkUIRxxFKafASVa0jpSRaXV+IT7uq6IBQdSqHfVZeO8bOZz/NVLGC8QorFdJbEjtkZvk4Nx7/Eo2jz7DzyNeIixGa0NNVyoTaqw+hVpdoDU5DUsfLUFyV1TpYpZihZJ+G5slnkSuXcVJjpcbrmPaOeVQtIe4usDiKWF1a58Qf/C71wYVQbi89IhmiXA8nNU6F8V/F2Ayi6NG5YZ6kXg+7LSiNLC21Vz5FY/lppC/YjOKHNS+vkqGqWvPVHnffBtK3FuLzFikkEo8d9Ln43KP4U8fI+j0OFT2iPXfjo5Ts4ll0kdG/eJ7LLz9CZh2JtLjv+Tj1+3YjhKBEcbof0Yo77K0llArUYI2yv07UWyI78SrZH/wK5s4PMVg+zeF778HKOAhs4RBa4IqS8sQ3SZ/5fSZuvZlyY0T/BUP9HR9j6dw5xk4/z/jhgxS1g7jmfOi12X0LxfMPUV+5SD6+HymDAvAqZs1NEi2vkx37CrXpGdTsDZSqhpQK5yyyEtTOXQlXXU+IT3sThLL3+H6P889+jfjkMfJ+n0NFF7H3Plxco7hwhrgY0b1wju5LDzGynlwYxAd+GH3/PoQAg+b4oE47qrGnFlNXwVsUvVV09zLm+MuIz/17Rvd8lNWlkzTvuzt4llt4EjaYO/4MnSd/l/btN+G6OcU3R8QP/DBr585RO/UMtdtupKgfpmztDiGS3bdhn/0S6fI5BhMHQ8+G9ziVsOxmiZc3KI/9Acn0LGL+RgrVeBM8q7xUpViulSJvkDqESN3yBke++mnM+ROMNtb44GgVe9cHoNlm/dXXqJUjzh09yfCxL7JhPeeUx/zXP8rUrfcjlSATEV/vxuxIE+7pKNo1j754jv7SAsnZo3QfeYbeL/4i2Z3vpH/6FR78ix/ARM0qj+bQdYHpDhk9+Qxjj/wRe+6YJX3kNdbSIe2f+e85+vwpZp5/hT2vfpXR3D3Y3beEQQ3vfhfFZ79C8/QFRjffE+Zcxgqf1LnoZohfW6T/5U8yfnCO6O7byOIOOolCRVaiyUfFFn+GnrTrwNOVaFmFnFc2ePozv4x/5ll6S4t8cLhEcs8ncLUxNl56lmTY4/xLzzP84q/QM56mEhz6mf8bkz9xW9juSCieWqoxW2+wv53QTCx6+Txu6SLR0kmGj36d/i/8M/KPfJSl009wz499nEhfme4fJYJimJE9+hCN3/0Ukx/Yydr5J1j8wpAdP/b/4OxzLzD25NeIPvB53MQDqOnbQu/VXR/AfuZTqDMncLvfEfJVXkNUZ93sR5y8SPG1f8nYgYPIWx6g0J3gLZUOrTWlLIJRWnVn2k1j6xopdgVSCiJv0d0ea09+noUTr1L2utySLXH+xo9SJi3U2eNMZH3KcyeRT3+KcSeoiYzRR38KZu9ACEEhEk5mOxjXU4zXJE1VUNu4SGN9gfbaaWqvfJP2J/8Nq+/8KBtL3yR94B5KXccJFYooIlB5Qf2Vx2k+9GnE2ybo9gtE7SLJ+/4a+enT2OPP03j7H2Cb72LQPoRVkN/wAPVH/4Do8hnszNvRMnhGTtfp+lvQSwOar/46Ym4H3d13MVITSBkiNSEsbao1X/VQ8R3rgwJX5GRnj/H8s4/x9PNPsiM2HNItVh5/ntkz6+QiRmddInWcxcVzqOWTXF5d4UgeMTuc5AfaB5hqxAzOnWEwKBD9IX3ZQ3ZHRI/8Fllnhma2yPKzzzK9foL4YoPl/XdxLNnNnNQhWSoErrQhjDcq2H3fPWTLi9y5dwq38gr+wj6S4RKlr3H5yZc5PXyeW//MT0PWR3mDvfN7GXzz67DnHoQtSKQhl03WfJuVp74B/VUmJs9y4/sky41bQh2MF1t7NBlThHiqc4jrSJp6wBc55vRrvPDMIzz14jfYowtuiTosP/4Cs2d6jERCnK0Tq2MsLp4hXjzFpfUVXipSpoon+GjnMDMNRXb2NPnAoFyX0cl16t2Mzlc/ydr4FM3RRRaffoaZtRPMnks4f/BeXqnfyHSFJ0LgS49aWcCMcubvv4d8+TJ375nEL3+T7PwNZIPLFL7J8BuvcGL4Egd/5GeQoy4aQ3H3h3DPPozcdz/S5iSiZKRarDDJxpOPInorTEyd4YbvhUvNO6/CU1R45t8RPJ0HN+jTf/oJzr3yVZaWj9IUhmxQ59JXvsHO5y8xICbO16k9+SwXNi5Rz1YY2ZzzXvHFT32dT9zwIDvGE5YefYallRG4Pnu/sgELP0/t059jI9Kki6c4/rVXODhao57kXPrgfbx04B3s1EnwxAXYfoZ96RjF2WXu/Mgt9E9c4t076tinn8I99hUaCxcoTMSRf/MYR9ov8q5/9HfxS0tEFJgf/ghrX3wIff97EcWQmioYJhOc9h1OfO5R7PoqN7x0kvftklyYvx9jg9cnIklUj8lWh1UfVTACrpk/PdjhgO6zD/Pwl3+HZ0+/yBwF55cGnPrVz3DL0+fpizpJ9xJp8nWOnXoVvbHCOQsvC8n8v/8Mf2PHO9k3nrLy7LOsrowQSyvM6EX8wojaL/8fuGmB7x9j+bcfY8dKn/ilNbIHP8KrE/dyq9JbY9HsyGDOHMduLLPrx99GcfIkDx5qwrEvwIv3EK+dwjrN4m/+Ic+bx/nAz/0rxMYSkgLx8f+GwRc+Q+2ej+HNECFzfDTJRTfH6V//LVg6w879T3HnzyhGEx+opkqEQhQdx+SDQcDTWeTmLtXXiikgsozmsad5+emHeOLlxzgk1jhc28HC40eYPuPoyRaj4WVi9RpLiydpXVrhbHedp6iTxEd4/9wldtYuYE8eZWPgSctVJjnLvo1/Tfq5T1PMpOzsv4Z8/GX05VV2HFvl1B3v4fnOuxhTCcLZUMlXWOLF84hhn+TBG2DhPId3RnDhK5QnbyHrnkH6CPO1lzlfnGL6J36OeLiK9jn5Ax8neexL6Js+TGIHKJEx1FMsyn2Ix75EunGRxvRx2p2MQecjYYqHB6RHKI01RRVqtd+5IgkrNea1Zzj9zNd55LlvcLBd56fffRtpQ/Lb3zhHoWM64zPcvrvJi6++xtToEg/uGlLbDU+tOn7huYf5t6de5YcOTCPLEeiEkRYMV8Zpn/8j9nSPku29m0anTmN4kWTHNPLA7cx+75+jphrBJVYK4Rz98xfIjx0n3egiphTl+jLF1Dj1dsLwyd+h3tzFoh9neH7IqLeIP/kcSy++guhdppbGDB5+jKSzh3w0YMpcoHn7O8iOvES2epHBICcf9tm3vo6vC4x1GBP6UIxxlKXDmqpPyl97TLqUEeLlb3D6mYd55Jvf4OaxlL/+zptIGgW//tQCmU7pjM9w9+6UF145wtzgPB/cuUJjV8Yja45/9Owf8UunXuFH93XQ5QB0QqFhtDLJzJe+zOTaScob7sB3ElrD8+idHeyNd9H54E8hdAuHRCqBdI7eufO4o8dorneRUwK3tkQ+1aHRTrCP/x+MtfaxyBTDcxl5f5Ho+FOsvPASunuBWpow/PKTmPH95Fmf+eI0nTvfyflXXyFfPc+gX1COeuxdW8M3Qge/MWBKV+HpscZX+yFeB54qpnz6C6y8+jCLvXO0pOS/3TdHvan4hVfWKDYWadfG+cEbWzx09DR7izX+SqukI+DLpedfXnyeX/vZn+buNMGXGUJqNqRnda3Jroef4/5sg97UPJ3Ly0zkXRrjNdR77mfP3/6HrCbTOELYQljLxa89R/eLT9JeOs/cYU+x1CPr1GjMavr/9j/Snp3nuG+wcWxAr76G+f3PcfJ3nkBtLNKeGGPluSM0/9mvsbG4yg1qmfHvfzfd51+ku77C6iAnKwseOLuGnZOMMigGjmGvJMsMw54jH9qQA7oOPAuVkH35k7z6ld/iqeVz7MXzTx+YJR5P+Nk/XGJ49iS7pnfx4bdN84VHnmF/b4mf3BV2K/9cBn/z6OP8nb/2I/w3DYnKBwitWJeOtTNt5s9/jdtXB2Q37STduUCz1ye6ISK6/6Pc8dd+noFuU6WCkNZz+YUX6X/t6zQvnaa+3+DPr1HsT4nn67j/9L+QTu1lwXcYPL9KzywwfOzTLH7u84iFk4y151j/8ks0pv9XumsXmS0v0PjoD9H7+qN0zy+yulrQ765y2/lLuHFJVlrK3DHKTNgFYeQoMhMKUbg+DypXKVPP/QGr3/g8j7zyFPfU4P9+/wS6eZJfe9bTi5t0xuH2XQUvvfoKN26c5Z6JVcQk3D8w/Nwzn+GTJ5/lr896kmKAiVLWlcEuTzL3e7+CvrzC8NYb8BPrNHqrsE9R3voe4h/8OZrJNFbIUI9lHfb0WczLr+FWl3HTI+RKH2YmEBOC6KF/j+7soRBzlKfBjS7QeuVLqGe+Sbp+DJJxxJePUJv5LdxolfroNeL7vgf3wkm6y+dYHuRkwwGNlVVcR1JYH/r2SoGxEltKXCnDTh58ax59ax5UkbHw5V/l6MIK798/y61xyV63xLKZYzIFs36Z+flJDt48Q7u8zKUnj+Cso16XvOfgNBu1On909DxnlwSziUZHjqYW9Jcvs9FbYHkQkS4PaJXQnJ9nsOs21ve+n9jUw3Yv1uCcYf30GVYe+zyTrQmGcpzWyhmy9QFZb0hcb1HMHaa/nqGEJXv+MQ7aHsMvS1bFOHbxDHPFMpHf4MQ3HmO5P0ANljl0+hLDokbjXT/A2qlTJL3j9EvN5dUBWV7grcOYkqIsQ5NuWYaKnuvpiygy1v7o33J0YY3v2zvJ3TrjgL3EZbOT6cTh1y+wa36cgzfvZKI4z9ITqzhrqdUl33tgktV6my8eu8TZJcNcotCRp6U92dLLnOleZqWviJb71IygMT/H+p67ubz/B5B2LOzZZg3eWbqnT9H7+meZbE0wUtOMrRylWBuQd0ck9SbDHXfSXSvQwuCefYI7zQBX86ypKVg4w65skdj3OP6NR1jqD3m1v8Th0wtkZYvoPT/M4NRpJrsv0ytjLq2OyPICXodngSnLrRlt10ouH7H0/O+wWgyYj2IOCM+teY/jqkMjThDlBjdPtHn3+3YyH3d5/pHLlM4zFsMPduq8oiRfXl/lVFljWmtiJYisZXm0wGIx5KQTtLKCKaOYmm2zeugwF+/7UZrZNCaDohhiioLzD32DE//mX7EnGWNZTTJ15hzd1YzeRkFcTxntvZG1niGKPKunTnGXN6z9r5/kuE8p1ha58+RZGnnJI195kuNFSVQO+cDJVZZpMfX+j7Hw2glaG6dY7UV889klNtZHYAzZKGc4KhhlGUVehErL68DTjgYc/ey/5slswLs1POjhnnyd48OIfc0OxXCFQ2Nz3PU9NzFjFzlx5hKugMYY/MjOlAvC8UsXL/NcT3FjmhCnmilbsrx2mcuDnFNAq59zdxbTvmmc4Z0PcP7en6JRTmIKKKv+pAtPPc3pf/8P2Tuzm3W9i+TsCxQXR9QWRkSdJsWhe8kujFAKuk+f4H7rGP7CP+OsSCmPX+TQ6By1ATz+yc9xol8SDTLe+9K/Zs3NMvXnf5rzTz9PY+FF+qMar51ZodsbgjHkecZwNGI0GlFkWdhT7joboUQ+JP39n+f42gZ/dq7B99qMG0eXuBTvYGcscGsnOThTY9ehBjtG4M6uo2MQKbx9b8zfbsV8+sxRTugp9mmFNgUNkaMvHWdpY5UxA3p1iDGTsKtFfuBeXr71/8KQndhcVE3yjuLECdIv/SqqMUkeH2DP4kXilQK/YaChGe69B79qScQF4ide4K6RIVe/wVo6gbmwSLN/Bkaw/OgjrA5Kat019p36XYTZyfKHf4pLp05z99JjZGaM86uGUW5CAVZZrfmyxBbFn7jm31qjbj7Aju1nr0y494YpZlPFmd13sLjrHUzflTB98SXGRosceeollv/wD5kUQwojKFoCRJv09h/g/uYJ2sOLpGmTaGwOdf4Zdk2XLM7fwqJok0yMM5q/ifrOvRQuws7sZ2SqkRoC8IK0XuOG7/l+ytVlVp9+hJ7t46xkVc9w4YJi4u13kGXHqc0ZTOtlil6PlZOvcMm1qbmMtl2jPj/JZ189zY6pDnfc/k4u5SNmP/QDiKldTO+7gdi9izyKaImUWi3GFIY8L6k5W21wWOJs1RB4jaTyHmX7MPtljfv3jzOXCl7b8zbO7n0vjben7Dz/LGPDixx78iW6X3iIGXqYUmBbYHGoOz/C/a1jTA7OkqYt1NhO0rNPsHcq4+L8IS6qcabGO3R33Eyy8wa8T8jnDuKNqPAU4CVJvUbn/R/HrizSe+ph+uUAYRVL8Q7OXogZu+/tDLOjNOdK8rEjZN0+GydfYdF3qLsRuekidnT41Gvn2THV5s47383ZbMT4Rz9BOrWHyf0HSe076UcRLVmnXospi5Iij6g5g7MJxhTfATy7+HSKmhfcN95gf6PGozsOc+zQR5jwdfa99kfM9s7y8Kdf4siRVzlQlIwQZAZErIje9lFufPl55vIlGiIiqU2SrJ/kbeOe48kcr5k6zVqD9RtvotM+wCidprjnflZHYTJ8pATeS8bGWzz4t/46g1eOceK3PsUCAyg8Z5JpnjvmOfiT76L32lHaNw7Jzy/T6/c5dXmBV5xmzFs2fMlkI+YLvS5JkvK2W27lFWE59ImPI/fcwC3330bTDRg2EnaKJlOzGaPuiI3VjHZZUuYFRZZhrL0uBaUHqxSNCfZ5xw/tqXHj+DjP3PoOjt7+Yxz4wQYHXv4ccxvHee6TD3Hy4RfZV0K+GnZVFzJl7IM/yg8+/gg7ehdppzHJ9C6iEy9x837BiXQHZ7I6rekx+ofeRuPO24ApypvuYT3zOFvtYegFrU6LB/7GzzE6fYqzv/nvmClXkKXhcnqA0y95dv3495H1Hqd58x3k31xnuNhn6YUFXs0F7dKzE2jNCv7FwpCdacJH7r+H4whu/sm/iNxziAP3vYO66ZLXUmbEGJ2xBtkoY9Af0R5rYIqcIh9hjLku/gRIR6ts7DrAgTjhe3ZLdkdTPH/w3Txx84+z8IEO9x7/Au31Iyw/doTGF1+iMXAwBN8EJ1K69/553tl5mRs2jpCmLWx7L52TX6c9MeDCrl0ciWaYGm/R2ncjrT07ycQMy7vvwpoI711o9MeR1Gs0P/oTFIuX8I/8Hm4Udh1eqx3CXEyx7/kgoniBaOeIfHyN1HQZHL9IV19GGENzCNkewS+d3mDfRJ277r2P80ND8bEfQ83eyE0HbkGY+1lO4rDm0xJTGvJcU7Mx3hZYo6s1/x0adaRaE8x9/L9l/3CVel1i53ZjdJ3J5hhTCLRd5kufeYjGaIW9Mwfx+/bR7V1gsHKCXbfezt4P/jBTZ08Q9Ve48LlfpVw6z46dU+x5+y20D7yPlpimNywoRhcYJhJx+RhjrRQjJEqE0R4Sj2/upVy4gD3xDC714JsIpci7q1x8+SiT7Zh07gC1HfPs3nsXGydeZvHcBZoK9Op5znbrzN/5Xj7+4duYjAXzh24JpdRSIpzB5Z5BFocfVOut3dMTAC+xxuO0wDlHll+7yy9aU3Q+8TfZNVhC1QS9+b3kUYPxVpsJL2iYS3zx01+mNVzm4NxBRvv3s9Q9R3fpJPO338H8h3+MzunjpL1FVn7v3+MWzzK9c5Id9z6AvvHDSLmD7rBkNDxDLxHoS0doXYWnUtVYqOY+7OVzqGMn0InFxy2kUuQbKyy8dIyptsLuuJlo5zxT++9l+dgLXDx/iVQ59MpZjm20mH7b+/jID9zDTOSYPXwY48BLhXQlPnf0shi8Q+kIUY2giQHhRYVnVOF57SEp3Zlh+n1/g/bgMrWOJj90K6Nahz37drLPSWrFcb7+h4+TDTaYae3E7drDxaXzLG1c5m033cLb/6e/xd6HHqW2dIFv/tZ/IF8+zh2dOm978CA7P/xjzOmDXFgc0N94ke6+aTh7ip27OxRSoYUgisLoHr/jAYYvvETj4S9gGhIhG7C2Rre3zvOvXeTgs9+gfeMhOrfu4IF3vIdzTz/PkWPnmXaGeG2RJwYZd957N3/m7newg5LbfuTdFIXHa4U0OXbNs7RUB2dJGikqDvmmMe/BKoqBx9aCB7LRLa4dz5ldHPqL/5jO+hk64xpz6G7ypMO+qTlu8ILUnOTXfunzqMVFbp3Yh3vHARYvnODA5YscvvUe3v43/h4H3vMEyfJZXvrn/09GrzzHrXsTbv7R+5l94P/KbnmAxbURWfdFynYbcfwVZqdTSrm5+7kKW81MHmZ49Aj1R57BNAHGEdEG3YXLHP/qSXbt2kXjxluo33YTd9/7A1x67DFOHjnFlMuJFy7xzNqIQx99F//j7d/Lnshw6APvp7Q+VPnZAjuAlW4d7y1RnCAjsN7REIDVlLnHJVBaS3+QXzOeAKYzT/cnfoHZjdMspAWLu26iF49Tb09wwAta/Z186okvMt+9zD3zh5D79zG1coLZC2fx+24n/cG/QuPEy4j1c/DJXyC9/DWinTHR/XcQ3/6XsdHtHB15DnafRUeK+NxrtFsRhQRVVR9LLxGN/cQXTjD34jPk8RCrOqCXMOuLlN+8xPRYQn/vYcpdO+je8iHWX/0ml88tEMsMs3ieU+sF6sH7eOf+97FHZYzdfjulk0ipaLgCmUV0s1k8Nqx5FSabx4D0HlcCOrTNjPLv0CSJ0nn6oxyddBhoie9niESE6joEkhS16zB7brqZ5txedKtJsnqeUaQ5MzFNr/CYiR0MTx8juf09rFw+T7eTsrrve1lr7MWPMlSjjumfZyPzpKOMottHxxGZMfgoQY4GDB7+DPL8UWqRYKceYqTAteqcWu2StDvkk/sodJOoHGJ23E46fwtTi8uUK5fQ5ZB63qMxv4NkZj8+z1gfOMo8BxcGxJusCJ3WRYart5ASvAmboJnS4sqSQb8fGvyvw6AKeBZE6QTdWGD7I0gkpUzwCErq+N13MnfTzTC/n6LVJFk5w2WtWJ6cZaOQmMnd5KePwJ3vZ+XyOZJ2xMUD389S8wBulCGbTUz3NGteMjbMybs9dByRG4uLEvSoj/3ybxGfe5VEw17VpVAC0apxdrVH0h5nMHWQTI+hyx6jnXfAjttoLS5jly+gyyHNbIN0x05m5w4ishFrA/+meMo8wzbGkNLhjac0HlM6XFkyrPA017EDZG4c/fUuaX2CNaVxl9eQY1BGDZwXKNugP34T+991J+2Dt5HunKHx6rOsdVo8fuMNXF515PsOsfTk09Rve5ALl8+y2I44/4Gf4Oz82zFLq+i5neSLL3B+oaR9aY3RqcvUxxpsDDJcq4VeX2XxX/xz1BOPM4HjrnjEKAbfTnh0NWN8aoLR5B56qkWcbZDf8yCdu9/N/m8cZ3j0VWrDLhPZBlN330TjjrthdZ1zZwpG6z1cmWO9ZbQ6wDmPWO9h52aIEocdOgYDR94vMXnO+uoGmQmDPa+VstKxvNEjbe5gJVG4pQ1kU1KqesDTt8h23MM7Pn4/UzfdTTo9RePs8/TTlBf33MDSQFDsuY3Vpx+j8YEf5vTJoyxOatbu++9YmHw7rrtBNDVBufw8Sz1HY71LudAjqaf0sgJfS1DdRVb+93+Ceu5rtFPPwbjHSDmYrvHi0pDWnh2Ue25mEE/ih+sUt36MscPfy4GjJxmefpkk22C8v8DU4dto3nQ/vt/l0ophNOzjTYHzlqw/CKPRBj3s+DRae1zhGGWWYlRg8ozVpWVy6yiuZ0dNIHeC7qikVt9JFBuavRyfDsl0A49kQU2yse89zN10My/svAU11mLX5Zc5qxV2eifLJsHN3YI+9gK9ez/OxuUz7B0r6R/+YU6N34sbjjBjLcpVybJLmBxklOs9ojiiMJZRUqM2WGf+936RyRNPkmhLIhawkcePRaytjWiPT9KdP0w3nqZdLnJ53/sxe9/D6PIS2cJJbLGBypZp7dzNxK7byEYDin6MKUYINwxbw2QOjyXKBoxaEUpKMJbSCGwRirJG/RGFExTfsSIJ6xlaxWDo6OUljaVlIiUQE3OoxhjCJ+y99X6UL1i5cAGpJM1snanpCRr1GsLHeJ1S3HgfUkkaC5eIxZBV32KwtIpME2QjCXvbN8cpS0fuJc4JilLSP34UffxFJrJV0rkd5JdOgHRhgvRt9yEab2Nqsk3WmcZsLDK6eJZBa4RVKaUTrGcerRswXMMvr0M6RMYpaW5Q1aid0oTyTbxDxAqtY1QkkWmKtJbYGbK+xg0LrDfY60hCW+sZ2Ij+0NPNDGP5MrESuIkdiGYbTY09t70L6TJWz58PXuJohanpcRr1HoIUp2v0b35X6Oq/fAHos+Q79JdWEWkCzRRvS8raGIVx5F7jnKIoPaOjR6gde46Z4RLp7A7MpWOQBPff3flOitaDTE2O0R2fwa4vkJw/xWAsw+qUwim6mUDrFnK4ilvewNZGiCQlLRxaKLzwFEZSCBlm06UKpeMwckUIhDVEFZ52WGKuE09TOkYm5tyGYaWf0zpxilgJxI5biKbmUTTo3PheynzI2WefR76omehd5sC+Hcy2EsREjKm1Gd33MVSkaB95hYRVzmTjLDxzAj3ZRO1p48uSotUhG1n6NsKVkv5Qcfn3v0Ty5S9yYOMM7akZegtn8d7TSGPkzW+D2nu4+dY5erfcyHDhHKvPvsxCYx1TbzFwmvNDSPU4vreGfW0B0VhBtcforBekMgLpGYwsfSHDLL9ORK1ZJxnTqGmBznJcmbN2bo1ibUTpDdaX14xnaRzrZczqqmW2lzN5/BS1SCL2HCKanEP5Joff+QmkG3D6+edRsWa6e5EbDuxmYnwM4evYuMXwPT+G0oqJIy+TqnUuuxlWT5xFteqoyQY+zygn9lIWhoFTWCMY5orlRx4nfuT32NM9Revmm+gffRG0J20nqO9/B7WJH+SGffP0d91AdvE49sXfpTvTxcZNhlZyoetIk3H82lncqQuIsTV0o0VzWBCjQXiGpWAkmuANsqmJkzpRTSGlQJUFzhR0V9YwawNKV1wXnhCKPLu+zkYBU8WQuYXLJHKB4YzFjE1Syg6zd3wQTI/u2bMIrWj0LjE13abTWGZFjtGPWxy/6+OhB/PiaVp2gUztJl9YxdcSfKOGNDmjsVly4xmSEHlNWVrEq68y8eJDzHXPksztwp9/GRKPSiK6972bs1N/jpnJJvnUTtTaWcZOvkh/qqDQTYyLGBUJ63qWxnCVcqlHr5Xj0jEapSESEQhB7kIxiHAGWY8RUfDyBaCcRbqCoheRjyylt992zb/FUUcRnV07wzyqsmSweIkmBU2b4WihxtrYUUZESdyRqDihpncjo4iyEeNEgpMR6cxcmIKb1nHlAI9FSk8pNEmZw2jA2MwMPpbIVhPpHYNvPoI6/hrNeoJzBre+RlNbJvbNsjb0dA9/mMRPYFNFlMYI16YYDMNkdK2Z2rWTsR3zIQZbHkYKgY801kGsBZH0FIUh8qDzEuvDlgdRrMOAVSVIhCfLMmKpGE/iIKiya3f5ZRQxtnsHSkgoSrqLgjGf07QjSj+GHBtHDjMikRBLiUoSamo3PtbkjQgrEqyKSGbncdaSpnXKog+USAmFjEiKDDHq056ZRUeCWquB8pb82ceoH3uZsVqC8xaxfomWKhm7YZq1oWTpto+jmaVIJWkaI2xG2R+EzcWUZnL3Dlo751F4ZHlrGBFU4ZloQSTCdhp6C88wQVrHGrmFp9vCsxMnYAqKUXbNeKo0pXX4DqRSMBzRP/MyY35Ex/awzBLv2E25sk5dZjRjTTTWpJ3cjWrWGOysY+UYNm7QfuAOXFag5qcwg1Wcz1GxY6RTmr0e9Lvsmm/ixxOS/VMoW3L5P32S6At/xHwahYn3q6tMkrPz7Ts4v+G5/ImfZMztoZiKqU+1qIuC4cpGmIxeSzn0/jvZ/eBtxMIj+120lrhGQmGhVZOk2jHsjmhYwcbakMyWeBz1dooSjloiaAvP2vIGZRSzp93A9YcMVvrXjKdOU3beeTtKKhhlrByXTDNkquxh/Azx7A7ipEddjmjs1MSNOu3oHlQ9IZtsYEUTqxPaN96MLUtUq4PLVvDeIJUjUymNbADdFWYO1aCmiGdrSJuz/LufJHrkYaY7TYzNcRfO0lY9avfexNpqwfqHfoaW34MZi6i1GlDOMVxZDRVqScINd93O3G23EgmPzL4PpSQuiSkd1GNJTTqGo5zUQX8wonAGjyOtJSjhSSJBSzi6vS4Npdldr+PzjGG3d814AogoorZ3N1JIyrzg8kXJjO3SKjfouU41UitHOE1dS0SSYOQeelpBU1DoOnmUEM3vCkUb9Rar2Q5qvo+Ujr6qUcsGRIN16rN7wr597QbaGVqP/yHjLz3FeKoRvkSunAPRhRsncKOYk/f+NLm6mbXUkaQRyk7ien2U8CitaezdSbJnJxpPXNyOE4JGHGG8IFaeVJQUpSX1EpEbymqrUhXrsPaVI8GRZRKpIlppiihzym+z5t+SgpJSoIQkimNqzVoYkikhiRQyilFa4kpDXYcxKEIpEgWxVgyzEusF9SgiHnUxJ18je/UbxMLgOx0akUDc9HYGeYLLRySRwGDJVi6z9uu/AEefoVZa+p1djMiZnpliet80etdeiqMXSSem6dDAW4OIY3xtDFNYWpNtjG4GQeActjQkjQQlPaUNIzestXgcSSpwJkzejbVG6zCGQ3Cl4i1SAi8jZBxh84yonl4zs27iGcdJwLPdJJGQRJL6Jp6FoRGB1gHPmvJbeBovaUQR6XAdjr2MfeVRUlESdTpMRoLy0P30RQ2fDUkiwryslYsUv/bzjL32JElh6Y/vYk1kTM9MMbV3ErH7Boqjl4gmZ2n7Ft4ZiGNsvYMpA55lNIbWoJzHloa0GaOlp7ChG9/ZsNgTJXDGYowkjq7gCYRzXodnjM1H6OvBUymU1iTtJq3dE8j9c9QTQbMVoVoNonqE6eZMtCCpJ6haQif2tBoJS0t9CquZatVprl0kf+zLdB/7Ck2bYTstZsfriA9/jNVhHdPtUW9GlMrTPX2SS3/v5+Dhh5h0lkvNSdaLIbc067zjxknie29k8PVzdO64mX1+GlfmiLEGrjDkQ8uOu/dhGjOkNUFaWop+RmvXGHHkGGUeISQmzwBLa0pgRoZRpmk2EtKaICvC1gjlKMeagkY9NPXG43XylQ3q82PXjGeYnKCoNxq0p9qo+SnqWtBMI3Stho41dlQwngqSJELGilYE9USxvlFgvGIi1dQ3FsieeIj+Q5+l7ge4+XEmU434nv+K9X4T21snjgsclv7Zkyz+3Z+Fr3yRNpalmVk2BiscmIs5+PYbEHfcTf61l2jt3Y/ybVxZIuoJvjOLG5VM7d0B6RRJLEiso8gKmpMNYu0ZFWGTTVsWeCytSGAKS16W1JOEOBYUJuBpihxrC2qxxOs6ulGn6HdJO81rxhPCmpdCEicxjUZMNHYYpMNoQT1OkFqQFpaGKtGRBK1oCEuiJeuZZShimpGm01uk89LTtJ/7Ag0xJBlvIyLHwl0fZU21EaM+SWRR3hAvnGHXv/qfmXn+IZQpKaZ3MvTryJk68b4O/oabKF9dQk7vpC0aYAtcmpA1p/G5pz49hozHiVSoWnaFIWqqsFmtVSTVmrcIElXgjcMYgY41kZbV+DKJs5uy1WO1hiTGZxLVSL4lXm9ZQbWbKd3M0c0sE42E0nuQmiTs9UwUB0YVURTGgkiHF5KkLil6GaMXn0atL1MvBjSbHVSjiRos44ddGse/zIWT6+x98L2MNnpw+QLd3/7f6C2eY1AbJ0oUydgMjXpCo27pF5KlS4bRMCd/5mmKXoHIB7RnGvjWNHYwINISF0U44ckLhzGhZiTs9ShRIuRBTFVB5oylKEE7hyzDkE4pfCgtN4Z6TaKAvChC2Oo6QtIBz4RuBnnmmKrH5Hi81CTVNug6iao5awFPJxxWCmKpiHsjzPPPoNYWaeZ9ZLODarSIBov44TrtI59j+WSPyfd9L9lGj/TSeexv/FP6C2cZ1CeJU0XcnqfRiKjXSvqlonvJkw9y+k89SdktkXmPxkwdxmZx/SGRFpgtPEuMAY+stpUOuySX1bY7IHAGCiPR3l+Fp6MsSpwx1GuhTS8vcoS3W4Mlr4WUFkztabO6ZFhZLZjfOcbIOohSmjqB0pKM11FjMapZJ61pnLJYrRibj+ifX2f9N36d+LXXmBpuMOsVSWcHeuMyZvUiE1/41zz37CoP/NUfpbvUhSMnufBzP8vCiZMsJw0SL2nVxplpdJhMSlZyyZGjjvWVEYP/7TcYnu0hBxvsvG2acv/NlOtdao2IYbOOFY5+d8BwEHbP1TLsSBxJGPUdWRYq8sqRYdAXpMai+1D6YJkO1keUw5yZGY0Wno31AcIWYbL4teKpJPNTLRa6lqEp2TfeZOQ9qJimjMC6YOzVNSrVxLHAS7AKGuOS/lKX9d//A/TFU0wMVpnqjBFP3IBePYlZO0f6tX/Jy4+f466/+tcYLW3gjx9n4e/+LRZfO8Zqq0EqNa3OLBMzE7QbI7KRZvG1nOFqn/w3P0mxlCH7K0zeOEE5fYByeZU0kRS1CCscg5Ely8Luw6rwWC+JpCfLHEUR1rvJDaMMEmtRGRjvUNKTDTNMkTM+ptF4BsMhwpnrWu8QxnBNNBWrmWTkYL6mGXgwWpFKgXaWKNEhGhGHLXcKESbORMpS6xWMPfcwuxbOMjVcIWm0cc091Htn8N0FOs//75w8AdGHP0KxPmTs/Bn2/ru/w/DyWY6PT5B6hZ7YTT3dgUxW8WXK+qUxxPAS8tGvMb7uSUar1OY13c5+ZK9PpD2jOMIQ8nLG6tCTKhQOgcZhSomxESDwxlBYR1Q48lJgCXtSmcLhjaOZht2p8yJHebM1Rf7N6C0pKOehsBDpMDJda0mswiRuJSWJDttVl8iwTZAELRWDbhfz8mPkT30ZBhu4HQcZlhlRY4Ls3KvEzTEmO5LG+BgdLlL2hgyf+BQTN9zE/I//TdrDksXnn8adO026do5OIkinJonG6oyWz6FVRJZ7YjPCLZ2i3RrD5pfpNxsMfUKWlXg8sZbEMkIIT6QkeV6EfZJ0xGA0whhLPVboKEzK0lqQZ8GykyLsjjIYFjgTNt3Dlpjr2P454CmINIBCR5t4yi08nfeUQmKtCHgqybDXRb7wVeInvogYbCB33khWjtD1KYqzLxO1xphsexrjHSa5RNkd4h79JLWDt9D6cz+LGhrsc99AnD1JunqaTuyJpqYQ7Rpy5QyRiiGDpBwiF48z0WxgsvP0W3X61Mgy8zo8ER69hadHas3GKMcaSz2W6IgKT8izEo9BbeFZXoVncZ14CrIRxDUNQhM3I2pphEjisMFmTWKsIRMRZQEi8tRSzeL5BfIv/g79z/8u/vJlzOQ8y0VOrTXFxpFnaCQp+ycE47sb7P7mJUarGau/9+/Yd8/t3PkP/hGr6zmv/Lvfovj6E7SXT7E3EbR3zZLubiEunqNWCIbnRzT7XezF48ztWcW+eoql8SartkF3aYTD0qxHtCYUUjlqiaa71kNoh6rVWLy0RjbMmZ7QpGOAt6R1QbY8RFASa0GG4NKFHmZUUhQFPh9RFtdeZeo8jEpBLVF4NHGqqUUaoRVRpGnGgtI5MiSmFKAgiWBtcZX8C/9fBp/5TVi+hDl4kLVRn3R6H5ce+QKNsTrz85LW7gl2PHGUfHmd7q/+NjvedgeH//4/Zr5fcvwzX8Q89wyt899kZ0PQvOEGxFwHTj5HLU4wfUE928CefI7O9Axl9wjJzAQ9X2ewkePx1BJNvZUihSeNJf3+CCE9Kk5ZXdsgzwvGm5qkFvgzjqHojYASLSFHsLw2wFZ9O96MKM31Neo6ILOaWINHo7SnoQRehQq7VAqM92RSIp0ilZ5IKUYb68w+9Wlufvh3iHsr+D03Qt4nb+xCnXqWQbtJoz1CTdaZPXaRjY0R43/0S9ibD3Hxv/tHDIYO8+RXaR9/lfnFFxnTOWJ6H248pbb8GoVMiIeKNF+mefF5mg2YHrxCNlZnQ3QYZGGqe6xViHoIgZaaLC+r3SoiuiODMYpWAiqyeEBrj80sAoMWngxJb1TgTdj8Uf4JMvStFUm4EBZr1iLqsSJSCi/CCKBIhUGfsdJoGQYAGuvoXbjM+kO/wdLpE9R8Se3CcfITryHHxokn54g7HZqJYXo8YuXYKRgNkN/4HPXTz2Pf8zGy5WXWjh/Hr6wQN+ro5k2UWZd+v0e2fpldt+/h1EvnKVYuEA03iERBc3KMlYV17B3vpRQpxhu01mGMvvfYzV1crSArw3bjxgm0jnDChQ3irK+2Inc4a5A48rLEWwPeMhyMENi3Nm33TfGEVk1TixWxkmGLgQpPLUFWeCoJpXUMLlwk+6NfZen0cRquoH3uKPbYK4hOBzW5o8KzYGZcsHr0JAz7NB7/FOmp58ne93EGy8t0jx5DrKwQNxqI5iGy0ToMNojXLzJ/507OvHgZs3yOZLBGJHLqU3OsLWwwuvNDjEQd4y1ah6nEzlPh6So8BXlZUjpBpGOcMFgb9jW01pGXDm8tEkteGny1Qd8VPK+jsbS05LljYrZBezwmrUV4qRFakyaCOIJ6s0ESS2INWW5ZeOoVVv7DP+HM8y8Q2ZJWf5X+6kV0XKPeX6MZJ0zHJQfnIk4/ciLE5H/1PzKxvkT+Yz/K6tFznPrsVzHPHwkbeY7dxnC0zmKvT/zaIrd/7CCPf+oovcunqPdWqYuM6RvGOPvqGvaH/jx90SZzBUk97P1kvGM4yChGBYNMsN5z9HpDRkaQNOqUwlBkHpsHr6rfNbgsR2LobwxxRYYwJWuLG0hXcj3baxnjGJWO6XaNTj0ijTUIBUqTRsGwqmlNokPLQl56Fl86wqVf/Dscf/4ZWsbSWV6hf/YsqtGgPr9KYyym08iY252w8NWnYH0F/Wv/lNqJLsWf/a/pnrnI+Uefxp05T2NigmTqfWS9BdZX1xAXj7P7+27j5B++zPD0C6Rrl0hFn+a+w6weuYD7gZ9mJJrk3pDEYW8xayHPS4rSkBWCnnUMRhmZFSRpDSsMWelxpaUogtflygKFYTAaYU2BsCVra+tIX17XeodQJFFYwVhN0ozs69e8dGjpiJUmkqCkobACc/YMk7//8yydfJXSlOw/eZaxI0co2mPY6UX8RJ1W3CWd6OFeukTSz9n5pV8kem2B89/3w+QLS/DqK9QvL6AaDXr73040WKA5WEKvnSZ9+xSDb66jFo9R7y6QiC7RzByjSz1O3f+X6MlxSmvROgJhcJ6w8SCWwkWMSklmDIXXxJGiFHnYqsSG3R6KMkyIV4Qt37Fhm/jBcITy5bdd82+tSEIKYg3DokCrJAxZlZJYhjlLUgbNWnpBXSuEMPSsJX7Xj7D7PRLXXcSfP4I7f4Q1V2MqdYjBZZQznDkt6K9tgClQUYGbmWNhPaf/n34ROVjCdWbCVO58gKEkHu8we/uNrBx5kZWXjqFueidRFNEeb7KUadZ2vwtmD5EXFus8nUTi8RTG4Lwns448LxnkJd4H13NuPAUvWO+NSCJJWVqGWclGb0AsPM6WeFfiraXXH1LkGc5ee1VPwNMzKEq0EkjvcEKRxipsrS7DRn7GQ6wlQljWrcM/+BNMv0/CxmXcuZcZnX2VdRrMJCVJ7zza5pw5LRmudcEUaD2knJnl8kbB6Jf/BdHg/2zvzWJ2zc4zrWtN7/RN/7Cn2kNVuVwpl+04LidtEycOMYnSCaSDFBQUdYshAvoEiSESB9A0B5wyndACIZAYBOqGgEAtSAt11Ekn6aQSO/Fcc+1du/be9c/f+I5r5OD920kk4sa1DbLQf59/J9e31rum57nvY+LeLYZ8hhp2dFiK/T2uffpFNm98je3X30W+/JOYTLOYVpwOOWfP/TTumR9icBEfEvv5eKk3+DAuUiEyDIFmuHTYCJFn9jJImtWu/1M8PZtdRyYiMVj4XvLUkqKE3aYmK+fIGIjKMNkzY+OnUSAlfZDMFhqpeh42A+KX/k1e/MuCcPQAvvUq7vE7PDkZeI4O2Z6jk+TVNwTnqxq8J0uesH/Aa390n9P/9G+imgvC/JDelIDDupbnru3x4l96iff+4E3ee+M+5m7JxGieOZzw9q7igy/+0/DDP8VuN8a0P79fEkRgu7G4EPGDZ7NqOb9ox/e6LvCpTywAycP7K2YzQ7tzrE47jh6eU+pIGFqSG4jesVpv6Nt2jDn/kNJaUmWwalpyM0WkSJKaSaUJMaHUeKU3JNgvQMrIuXUU/8K/xytaEI7fIX79d/BvfosPeskLRY24eB/pBW/+YWLz6AwGRxYj/vp13nv3iOV//6+gVyeEW/cYJjOCs1h3QX73Drd//ke5+J3f4/jvfZPsc3uUVc7BtQVPdhm7H/4VePmLNJ3D+sidqSESadqAjxHfe+qmZ7nrCDGQXODlOzNA8vh0w7TQdL1jte04OllSqkiwHcn3RO84vVjS7nZ49+GLeGBsPs51oLYBozQyeaLU5CqNprRKEqVkQDAzglx46hip/+K/hVSSfvUQe/9VFve/yonY555Z88z6TWQMdPcN8aJFugGltvjbh5xvOvb+xr/LdPeE7eE9YjFj0mxJYgt7e+i/8ALxm1+l+PIJ2Q/dweQKfWg4cvs8fvmXOHvui3Q+4YPkMB+fRQYb8UkQg6K3nt0wJipIH7m7EAg0y9pTaokN0PSJ9S5SiETyDhEsRM+2trihI32HMfpdLVA+RDa9Gw0+W0+RGZSEgogQgtolIpHKCHwMaKWpnnmeEMceoukz99AvfYqTB+9wbf0B6YN3KOyK9aYFJCYMmNjiRMHRrc9ydnJBdu8TmHdfJXvvqwQM+UufpZzdYDEPnNWRt9/vcGrK5Ox9xCc+Q/fcy+g7H0MUBdtmwFlPVWacrMaBWZgxZFCkCFLSdB51GTO/6RyDdSy3A7lKYySz8/Q20PmBoW1JKRKco24alEiU2Yc3j/Qxse49Shl8GygyjZICJxJSwNYlIoHKgIsRrTT57RfGk11IVLefI3v5FU7uv83+6hHx8esU/TmbTQNIMt9jQo0zJe/d/WGOTlbo536IydsbqgdfxglDfOnz5PNbzOcDJw3cf98T9Jzq7AHxBz/L8vlPIu59AlGUbGqLdZ5JYTheD4TgKcyYkyNTAimou3DJEzZdoLeW5c6Ry0SpwTtPZwOtH7Bt82d4apGosg+/R/U+sl52yLzAH/cUsxKdgRUepRLnu0hIjsVcYa3CFAX7n/0RhiHS947Dz3yayT/1s7z3936bj33wDvb3f4+F2/B43QEwCZ4Sy6ALvnHr47zz9hPyH/xxytd+m/LJm1ipWHz0FfZnC24fBt5ZKn7r7cgw3eNwd4L+0R/j4nM/QfGFn0AfLnjyaEe37Ti4MeW11y6wg2U6z4kxoGMApVkeD5hcoGLk8UlPvW14eH9HlcFiJrHNQN1adkNDu1uTwngC2G23GJko8w8/PgcfONr26CxnWA3MqxytE3PhUFJy1gkCgb1S0jtBlin2P/mDDA56Fzj8xCcp/omf443f/wM+evQW8eu/zbw94vxoC0QKlyhiYpATvvXSj/DuWw+oPv3TFH/4d6i++g9wMmP6hZ9lcfsGhzctjy4CX/ujDlsesP/kHcQXf5rVj/wUxad/HDWfcXw+0LY9B4uStx5tcd4yLavRNSUFklScrwcyM24GjzcDddfy8KRmYmCeC4ZuYNta1kNDvR6txZztOD9fksnIYpJ9aJ4ALsL5kJAqY+gkVWZQUlFdpiMsw3iPMNNjXplWOdx7GR/HIqTpvRdZ/eDnuf/OG9w7fZ32wZco6of4VQPCUbgO7TucKXnjB77IO2cb0sd+kue/+Xd45q1/gBUa+4mfIp/fwMzOOeoKto8m6Hyf4uRNnvzwT3Dy0i/TvvA5QlmxbiLWeqaF5snaEUKgvPyGqhRASHbdGFipSCz7NPbP7aBUnqlKeBtobaJ1Ftc2kOI4RpuOTHgm5nvUqBtT4njTkYTiYFYShSSkgHTjUa7KNFqCIMOmhJaB0iSqyxPBatsxnD3m4OwdzG/+TXw5Z/Lw67QqR9y+w6LMscVNLj73y6yPz7l251l2UZM9+yImWHbf+BKDd8hoWd7+FPaFz7H3qV/k6I//EGfXpB/6IueNRVz03L6Rs5iWWOeJ3pMZSUgS5z1NO4wVciGMEdBpTNc8W3f0w4DtLR2R3Ejq7ZZhGPDO0rctIkX25wWrzZYkFF3/4XdUMSY+2A4gPIezgiAVITqEG6//qkyiBQgMNgm0jFQmMTGKSGK1aXFnj7h18jqL3/hvsOUe1x58lZ3KCXefYb/M6ItbvP/5f4nTkwv27jzLNuWE519i8AO7r/0Bu2C5EwdO7nya3Ys/gX7ln2P55VcJwwXpMz/DaeORF47bN0r2ZgWD80R3yVNneOeoOzuW8caAUEAceZ6s+5Hn4GlToDOSelszDD3eWYZLngfznNVmd8nzw5ftxxBZPlmDMkxu7TORhri1LDcRPwRmBxlFBlJM6b0g0x17M8nBIidiOHr/Av/mN7jx+HWy/+m/QsiMGxePORMSNam4V2h2s2d48Mv/OiePH/Piyz/Ahcs4/MlPI/uBB3/713l9u8NUjvd//OfY/ZP/LM//85o3/9v/kWFzzMUv/VUePGpQX9vwyc/OuPfcgropcU1PMTOYyuCalrPjHaY0+MGiSoEiIrTm3bdW1Osdw7qjxdHUhs3xCa5rcF1Lu90iUuBgf0K3WdNKxflTjM8QEq8fb0hS89yNPbxUuGg57gqsC+xPNLn0SDGhC5pcWxYF7FeGhOLx0ZLdu2/x3P2vUv7X/xH9dMrhg0csTUJeU9xaKOrZXd7/K3+dx/cf8fzLH+c85FSvfJzC9Zz++v9O3fSoeaL45M/RfP6XuPfzf41v/dr/St+dwC/8Ve5feOR7PZ/8gQnPXM9pekPoHWVpMFEx9JaLdYvJNME7pBltvpKSvPNkzbZuaOuOdfJsCs3ZyQlNvWPoWnarJTIF7t1c8PjohCQ1m92HL9uH8Yrv4S4RZeDGVOKkwKeI8Bk+JKZZIhcWWWj6pDEyMdWRmRFE4GLbI48e8qn3/4BX/rf/hN30GvNvvk6qBPFugckTm4O7/NHP/nVOj1fkz77AuZjz7kdf5sh3iC/9FrkbeF70nL/407z3yV9k+DFN9+rf53r7mOMf/ct80EnkKnFXK/anksFLkvVkRhB0hnOWuvNILUkhgQIRI0lKjjaOboi4PtISabWg2fbYYSw6sY1FErg2Uyw3NVFq2u8w57+rBcr60eBzVgiI4+54cIH5dMJeZVBKMrhEYz1ZlOSZIbpxJ7A8OSM1G261j/HZFPtX/n38ozc5nR5Sv/0N8m2LmN+i/kv/Bu+/9gaIgiZqJi98nOliTrQDHLyAXx5xvH7C7vBTqEGwfvSA7OAZBneAi2OekEiJXeto+8tYjODohvHNw1qHVoo8wXq9RpsCmQK7tsc5hxYJFyKZVlTaUDejuem8UFgpWG46Hp+viF1LbjTqOzjx/qM0+EjwlnlhIHo6C4MNLGaKvWo8TQ1O0LiIiZcPvS5hU2R1fIao19xtHmCzOUf/4n9Mevgacnad7s2vkW8GmN/h6Bf/HR5983UQFSJl5B/9JOViRrID7bWPIS8+4P3VQ8z1z6EGyfbRe2SHd2jdITEqYvKklNi2nqYfzUejd3Q20LvwbZ6FiX+G57Yd8NahZcT6SGY0lVZ/iuc4OS82PY/ON6SuIzfqqXgG60iuo6wkMliGbU0cHNPbGXt3S0yuaXeR7W4gs4HJXsWygTYGTr7xNubsA+5t36XP9+j+2n/J8Ie/y2vvfoXT1/+YmQFx+x5nv/of8JX/8/dQIUP3hsnnv8DizgGhrlGHnyE9fJP7J29w9LGfQa8kZ1/+EtWzL9N19whOjP1gIXB03HJ+niBGYtey2QzsNgPdriMrMqZJcHr/ETqfYpRnebyh3/VkWWAYHFmZMysK2s2WrmmZVRolJdv1jvX5BalvkEojvoPP2T9KrXW4vuPGvCJ5y66FurM8c11z56DAKEXTK5aNpcwjsyoj9IIuRh6++ZB0fsLLmzcYyjndf/g/M3zlVd768u9y9vU/YBoi6fpzXPzb/zl//Hd/B0LBKubs/+g/zo1rU3zfIZ7/Sez7b/P6B69x8vzPkzUZT77yFSbPfYJmeJY+SnzyiBg4XTmW27EMOgw968ZT95amHSiMYZoSTx4/IStmKDynF1v6vidXkc56qjxjPy84P1+za1puzg2dkjw8WvL1+48JmxVVmaGfMg+qD5HoLXu5RwTobKR3kb2p4Fql0BI6p9nYRK4DZaYJHnpgc3RGtl3yyuprNMUe/8ev/hrTd77Cdv6bzN74EpN6wOw/x2/+y3+Ds6+/hlR7tEyxH/sMw96UYeg4uv1jTE4ecH7+Os2zPwu+on/wLsWNj+LtLbbkhDQaN2+6RNMHIJG8pxkSvUv0LpApTUlgvdqhTIlKkU1r8c6TCccQINeGiYa6Huis5yCHIAWnO8eDixrZDhTakfE9uuKLMVC3LdZaTN0ipMLHhPeBNs8Z+p4YPPP5grLIqEKi7j1cfMBkc4z52Cu0hwe4YkapBUFPcJ//Bdo//C2m9+5wutkwlDfRvEbx7EfGNy4krutIJIrC0CBpHJiuY3t0ittuyOdzhqZhMm2xXUuSkq7tRrdcISjKgmllKLWgaz2b1Zq9WclQ17T0WO8xejy2VlVGN1jq9Yq48ZQMtLslm1bTDgMqRUx0VNMCbwf8U9zxxxjYNd0lz+6SJ3gfaIoC23XE6JnP9ygLgw+Jegios0fMNx8gXv4R1of72HJBqSGYGedf+GdoXv0Nrj97h/vrDXV1B8NrmGdfQIxF3peNcSPPDkntBbOuYXl0gt+ucfMFtukoZv+Qp6Jve4IdiEJQXvKsLnluV+vxdLWracXA4DyZUaQUqfIMgaVZLRHCUqWOfrdke8lTp0QWB6ppRrAD3n9477gUPMNmSRwazHpJUhneJlw/UJ/MifWa6CzlnbtMDqc4G9hcDMijtzg8fxP/hZ9j+fyzDIvr7E0FPqvo/rVfZfOf/Rc88xde5u3HJ2ymHyFTv8vex38QKRJBGOpdT0JS7Vc0TwzrDjhZcfZHb9M/OWJy8ybdxSmL6TluvSYkxf3TNalrCFJQzmfs35yyP1O0y4GLx09ItxbY83N2fkNX9+RlRnSe2cEMmWq68yN2K0tFR1+fsG0UXdchY0SEgbwqCa5/qjeo4D0XqzVD11JdrEjKYH3CDo7ldEa9XRO85+atW5en68TFzpLe+xaHx69TfPEXWMlnGBY3mGcRl8/of+VfZfM//Hcc/tCL3D85p168QC5+m/lnPoskkKSh7RwkxXResRSSpo9Umy3vvX6f7viY/uZN6tWWw2sbmvUGlOGNVY1rW4KULBYV1/Ym7OWwXg0cP3rCnRsL6vMzrNjS9payyEghsL+okHXL+ZPHhKOeBQ3rs4ccrw3LXUMWI1no2L8+w7Y1w9B9aJ4AMUY2bcdgJXnTg9S4KPA+UucFrh/fHGfzOZNC40JgOyRmx+9w7/xtlp/+Sd669lPspteZysg2O+T0L/4Kxd//2+w/d4uw3PJg/hKH6Ru4j3wMiCRh8O0ACIrC4KRmHQyyadk9OSOt17jFHsvGIXYtoe1wSnHc9KRhIChBUeTMK8lUR9rWsVyuOZhp/G47znkfybSEFJlUCjE4utWKNjUsYk3YrNgpTW0deYyE0DGfKILtvuOc/64WKIC67alyQxsTRZ4TYmLbDrT9GD+uhOB8vcVk2VhCGCKi7VBnG2bmPuX+ASL3SDcQjx9y/N4DzNljtNHYzRJNxoCiefKEa8+/SL/dsO4tod8hYqQ9eUxmG3bf/BJM9ijyiqy9oD5fkmJPrjTzTLKrW2ozA20YiBTZjF3Ts9x2lMbQOij3r6OSp2k6+sFhjGG763B2oO96tu0OJzO0niB9RxwsvbUYrWiaHinAyA9/xy+AputIMaOJiTLPCTGy7TLafkBdRtefrbcYkyGDxYeIbgeWZzsm5l2Kg0PII8oOiOMHxPv3Kc4eoYzBbc4RoqAXit2Txxx85CWGzYZNbwn9Fhkj/cn7FENN941XUdMDTDYhb05pz5ao2DCVmkUm2dQdu2yOMBl9iuRmxq7tWW57SmNonKDYv4FKjrbt6XuHyTK2uw4/jBEQu2bLIAuMnqF8c8nTYbSkafrRIFR+10PyTynhthuSr7AJdDklhkB7VqHW9WWCr2Tz4AnNyZSV6nCdR2zPWT5+xNT/Phe3n0XudZzUNfH1L+N+41XKo9e5n2W0D98jaw3dqmP7e1/lzo9/gf7dY042O/zmFGE9u3e+RdVdcPK//C3Yv0lV7VGdvcPyncfM3YZCGW7NFEdHa7bVNfSkovWealZyerHm9P0Vk0nOZhsxt15gKi278zXNusWUFauTFXbX0G7WrOsVXuRAhfIt2PEqWkp56ciRUE8RsCdIrFcb4rxi4yOTycjzZFWx3dZIObaXPHh8QlFVKNcwuIja7NDvnHIj+zJ7955FTBK6b/BvfIXXX/0qxf1vYIqc9ugRudijCZrlN17nI5/7MXZHa57sauz2HBkC67e+RdWsOfn1X4PDO8wn+1Trh5y9+z7Rb5npnFsTxcn5hvPiGiov2KVDpmXF6XLH+8dbFmXOskss7r6IjgPL1ZbdrqMsS45PN/RNw2az4Xh1yqAmmOwAbdeEpqVuW4pMs1ruUAIK9XRvUJJE3Q6kQlFHqDIIMbLqCrJ+hxICLSSnmxbT5ujQ4gJUDbQXFvPWu9TXruO7HfXQMX38DuHdd7nxwQOkMbA6Yaq+QiMLhkePmbz4Cfxqy1k/QLdCxUj64F1UtyH7o79LnN+CfM5k95CL0zUzt0Yow6HxbOqBk/IW3uTYuIfLpmxaz/kuMNGGrdfkB7cp00DTDHS9J8tyNruG0A90XU9T72j1hMIIcrdB9AOddeRaUDcOJRS5+PPn/Hf3NUiJercFFswnFW3TkJmclCJ165hWBfNJQZlnDAGWFy3TIkPvH6Cv3WBiBL5rcEMgNRtEEOihx19/kRZFdv0FolBM9m6QaQjO0+JQOsNFjWsaojDY/WdJfuAgk2BbZqKjLBVhMidpQyczvFywX+aoyQS0ITMKj+bAFCiZqDc7ZAxkeYZNEvR4BagqRZ6XVJMJzTqntoGurpEuoJUiIfFRIHTOprfk6mkSNhO73Q5YMJuUf4bnrnfMqoJ5lVPmGX0QrC5aprlB7x+ir92kMgnfNtghIJo1MgiM6xluvEyDwtx4iYSi2r9JpsFbT4NHmQwbM0K7I4mM9uAFMtdzzQiErVnQMC0kQ7UgmYydzHAqsFfmyMkETDbyFIYDU6JkpN7UKBXIixyLIteBwQVUqcnyQDmZ0G5ydkOkayLaRbRSRAI+StAFq95RPCXPsD1HiJvo+R5ufYEqJqToGNYd2WKP8vqcan9K38PunXPK+RR96x7ceZF8IrAXF/hVR7o4gjaiXEO6/sOsd5Li7o/grWF28BxlKfDLjrVr0dWUut7glhuCywiHnyazO+4aQdotuSkbZtMMO7tGKkqW2YR4q+fW4Rx9+zqiLJjMC6zMOVBzsiJSPzmlNJF8OqEPitLM6HYDcpqhszn78wPqk0e0vcW7QLI7pFRj3DsSZI61w2hT9KFxJtrTE4S4zf7hHtuLC4pqSoqe013H4f6CGwcz5pOSxgnef2/FtVlFfvtZsud+gMNKMKxXdPWKtDxCOEk+7LAf/QnWKaP66LNEDId3X6TKBa7zLBkwxYw+NPTLc7yo4N7zxGHHs5WBbsUNNiz2MuzBLVJeslYlVlnuLiZkBwdQZFRlhhUGUczJdOL06AwVHJPZhC5pyC1N69ALw3SyYP/ggOUHU84ax+biDNl5cmPYJIULCsyU411LZZ5mAwUpJZp6A2KfxaSgrRvyLIfk2faeWVWwV2nKXNNFzfI8scg16uA69bWf4bq2pKbGDw1yd0YTDeVQc3bnczgB5tYdolDk+3eY60A3BGoZUKZkSBbqDUpUnN54hcmw4xntUd2SG/GcG1pxUe0RsoJTVdGbyF6ZEeczosnIjGSQOQcmoZWnXtdMpCcrMjoMmUn0NqErg8o9h5MJQ5YTnKAPCeE2GCmp0YgoSVpxOgQq9T1ykggpgdAMPjKEiC6nKGMw2lAW5WURQsIGS5FlPHfvmdHiXcCQFEaBmS5gCMj5Ad4FgtYYJYgEHCBERAM7ZShzzbwoCBFitYdOIIOntYGma5BGsZ86ls6hk8PNriOVpMwkbluT8gKpFDbAzoF1goQCISlmB+z6nvO1xSM5O1tTZYrZbIK1PV3nqTuFUhkbAjYlYhxobaJSCaTC6Yynmf8hAdLQ+4gJCV1OkcZgtKYoCkIaTV0H70aed29d8kwMaJQEPd0nDhE1v4Z3gV5rCiWwyV92cKexE15llLliXo48fXWASuLbPDdtQzKCw9Ry4iwmWfrZLYSWVJnEbnbEokSpsXR040YD34RGCkE+y9n0PcPa4tCcndVMMnnJs6PvBnZdhlKKDQmHICZL6zZMZAQJ1hQ8RUI5KSaQGdEHoo+IySEpK1B5gZntEaMidJGda9DVhFv/2CtopdEKupCRFYLs9rM0G4d85kV8NxDzAp1LvHL0IY3XUCJS5xNmhznXb+zhbcLfehYfQQ2W3XqgvjjjuDDcimver1tyNdDdfglZaeYLQ3//CLfYw5gM6xInTxL9TiBNBkJjrpdcrLa0xzUuKDbvnlBMDMXBNXy7wdWWvtUgCwYCIUYIA8GvUDKSUCSZ8TQJ5SEmksqx1tO5gNq7BkVBVhQ8s1jgoqLrA+3QMptU/IVXPo5RCi2gTYbSCMrDZ0itRd98DjsMOJNRZhKPpUOiRCQjcZoVzCeSW4sp3kHYO6SICeUDq8ZxsV6jS8Pd1PB+11Gknu76C8hMsVcZuuMz0nSOyjStC5x2graXRCFJImN24w5n24b7TxqGpHn3nTP2J4YbNw5p2y279cDZ2qBMxUlyNDESfUvTJSY6ElXGkFco8+F5wjjng8zpAugoMJMF0WiMNhRFicMweEcfIoVJfOTuNbQYnRdaNEkm5OwQbyNyfoPBB861GavlYk+WBFIEshRpTE6VJyZlRYiCZnqIJ5H5T7GzidO2Yavgrl9zbh1l6ljuPwdaMjWJsKkZigqjBDYKzrsM6yJJeCQZel5y1lv6ncNiOD3dMMsE89kC5zq6LlG7faRUrFVB0BMSHV1asxcsSUGfK5L889/1vrsy85iohaEMgtB58sww1Xp8uLeeJCTXZyOM04uWcttz69oBmdG4AO0QkEoy+MSkLMkqRYoRlSIuBVKW4QM4Z8lMzu7SvNXH0cFhNi3IswwpPfPJhLYbCKlkKlsYanyQDMJghERWM5bNQLuxKGOIAta7DkHimYMZnR1I0pDlAtc79hYzlJSsmg58wHrIy5Ku6+j7DpESQmfoaoaUkWAHBtcjn6J1z8XIFkMVFb6L5HnOVBt2DgabSCIgZhU+Ck5WLeVu4Na1fXJjxv6CEBFKM4TAtKzIKolICZU8QwzoLMMHgXMDWZaz9oGsU/goqLuB2aSgyHOE9MwmE5re4uOEhawxwxYXFL00GASimnPeWprNgDYZQQRWdY9MkduXPKPMyHKB7T17iylKCpbNgAj/kGdF13V0XY9KCXSGquYIGYhDP1qf6KfoLI2RmAw4gasHRF6gTY7tErEdAIXIr5G8IJye05xumX/kI2TTCjtEupWD3OC6SHn9FlmmR8sr7xi8Je1PsD24bU22mLGtB0yE6BO7k4bJnT3KRYmUgb2719geN9h4yIE+J1ufMPSaTlbkC4O8fpuTox3Ne0tEUREkbI5WaBG48dE7NOuOkEp0JRhWHdWNWygjx15Ba/FDRE32cPWa0O+A0YKIfA4ygu2IvoOnaS31kUHkJCfZrgbEtGSe5ay6hGstSSjUjQNsgPcerpkd7/iBF+4xKXNaF1nWDmUUTS843FtQ7UtMjOiY6IInTgzOS7puGFtBOkuVIoNPnK8Hbl6rmFYGLQueOZiy2gZc2uO62kB9zuAVtcwphUbv3+DhRcPqqCYrKoIMPD7dolLgE8/dYN0MRFVQTST9ruf27ZsYLXl0sQVr6SxM9vbYbDZ02w0yJVJeIfeuI1QgtTVDu6NJT3PCBx9hpSZUMcN1EpNXzIwGL+iDJgoJkxkuQrvumdQDdw6n5EYwBNgFEFrTx8h0klEIkAmIiSZmdLnAB4G3EV0IjkMiHwQuCrYdLKZQFIqkoJpmnHfQxTk3+zV5c4ENhq0q0DIQphmnbaTeRWSW4SVc7CIKwbP7Oa21RFmSZYp+SOwvpigJZ+2A9AIbNFlZjanEfY9JkaQLxGSfwABDR+cGtPpeJeoKAQiEABsibrAEBGXQ2JgwJqe5jK4YvKcbAlnZMysypFK0PtLWA8porAjI6NgrzeWOymABZEKZjJkBlSu8NPQBqsIgGJuBBQoFTMsCgqWXE7psMnZkC+j8WFxRFQVGWVY2oaRCa0VpFC6kMZ+EhA2CkEApRfSOyiisSKyawLquadsGFRIiepJ3aDzbXc3gA5JI6D/8o75gvI4RpEueDv9tnh5jcurBo4Sid4G2t2TlwLyISKVpfKKp+z/Dc7/UVEbhRcaQLnlmOXMNOhdYqemDoCr0n/DUEg1MixyCoJEz6nz2JzzDuCOffJsnSDk6iZTGYENCKokifpunVpLoHZNMYp1k2URWu4bu2zwjeItJjl1X01/yrJ+iLJrLhGDEWHUUY0NCEn0ghYjMpwy7DqkMvrXYXQ3lPvncI8uMoQ3Y4zWqrAiyBxtY3Cip9jIcJV2CqBJyMeNwIskOCnpT0PSR8rACIZFawESiJCxuzqDvqM1NNosbJKlAw7aJJDSTwwVZZTi5cMg8Q6qMbGroO480Ci0ithYEH5FajSbKucGlgN1Y7PqC0G4QMUB04C0Ch+93JO+BsWLsaXiONw4J6wOubhgQDD7HuURZVpzXPUZq6t6y3TmKRc31eUBlhtWQWJ1vMXlOKz0qRO4sNIuJxqLp0vh3mdJwPZfcmRT0auyn3JuZy5BSEDkYAYdzCU6wUQesq/1xfCrBZoCUNAfzKWWmeNwEtDIUmWFelrQuYsxY0dh4gQ2JzCjC0LNfGloZeHzhOD07p1stUS6AH0iuR6eB9uKCobdAoG+bD8+T8RsqUWiRsBFa6xmEZBoVNgaMGSv4tIA2JJohoMvAfq4QWrCNgmaXkFrSWNABruegjMCKyypmCWSSQwnGQKsEbYSqGLcrUoLUoJHMioQKiqXc56LcG0+cCmoPIJjmiUx5Ttylya0e+1yHAFIJNIEhSHy6NH72lpmGAThrYbkbaLuOzEtUABE6itCza7d0MaKSp+7aP5fXd/0G1XcNq+1oe3HvcH9M+gwKcVmhIUVCSUOVF+xVGZNMshscSnoqo5nMcoQYrXuEkGQq0gwRoxNKCFwc/8TGRbQeP6IpRhyC4rJKRI22dAwxkgOZHD2eYhyr1Iak0CSCCESdo2Og7nvyYkzJPW86rAuI6Egx4UNAxNHSyHuHEongLBOjyKoC7xxdF3Ah4EdnPnx0o6HnUwTsQaLrG5a7keezB3ujiaUfea6cH6/o1MjzoNJUmWA7eJQMTIxiOjUIKZBydGrOZKSxlzwBlwQIQe0Tmj/haYWgUGNU8BgDPZ6QCxJaRDqhCDEBkj5ptIgEEYm6QMXAbhjIioyUAmdtj7XjAplixIU4ujhc8tQiEaxlYiR5VeCdveQZGX3P/zTPp3kzicRuTdx50Dnm2m1SHwk+Q+gcN/QkQJgcXc6o9ibkpaTfNWjXkxcFxc3F6C2ZSeRUYvLEbtlgygKlJMEJooRlHcnIxpOgC3QIqmrMvTJjdBNDhIkArQM7DMEGktA0McPISBAWn01RE0uz3GD2piQcF8crXDMgwgDJ4wcH0YMbCK5HikjsW5RRyKoiOkXsPDH40bE+ijHORoxZak/Dk82S4cQispLqI3fp28TO9miTcdF3OAla5+zNZtzZKzmoFCf1QKYde0XG4fUZQgqMUkipqIxgWTuKzGCkoA/jd2A5QIZAASlEOiSzHEiQqZFnlwRTITEysBUK7yJJQBPHfiEvIORTsmA539ZU84oUPQ+WW9rWIuNA9IHeOVTwBGfph55cJlzXMis0+cGcoW9p1x7XOAQBgiR6D0qS3NOdoEgR2+049wmhc27uTehsoPEKpQzLEEAUaGmY5iXXF4m5gQuX0AHmCvaq8ZCg5Og8VUjY2TTaowmwCRCwjoy2c5ep6r2AiRKIBPry5DUAZUrkKbBVZrR5S4JGaowYjRe8MCgS22F8b4rJ8UHnsTah/tScVzGQQsB5RyYC0VrmBioMziX6zhOG8X9CapzvEVLS8+ffm36XC1TEJE9e5GTGELzDioBAk5E4KEomSnC022IzRWH2iCQypXAhYIGuHZDGcHOSAYKtDSihiD5iJGMfko94o7GDIwGD96AMIdPkRo6lrtZTSJAEbBJINTa1RgQX7eiZNfQ9IQSK3IxxDyRijIgQESRcZDwa945pJplmmm0M1P1AkWmaZlz9rR3QUiCkwPWWumvxth9DDT/kOAUgRvLoKIqcTBtCcNg47pYzETksKqYKPtjtGDJJaRYEIFcSGxIDic5ZpMm4NdGXPCNSSoKPGAFGJpy75GlHx/HBedAZPlOURmI9DC5QiogjYpNEKIkWkQScdaNH3tD3RB/Ic0OuNYZIiBF5efqxlxOhGRwzI5llmk0MbP8MzxZrB8ylX6Prh2/zFGn8Xz60UkRgoSgRuiC5jigcSngQEV3toQ0MqxMoM1x+h0RCZYbQOqxLuG6DrCbsPTMlJclmOfJ1bSBTntwkbOPw85L+PIAQ2K4h5lPsQlDNFcMu0G8HKg1KOIJXqMn4QY5ScvJBiyJhtxviYDGzCpXnaBEIgwfrEUS8TxATtunIck1WFPTBMTQNKs/wdUPoaqJtEXLciCRnx4w13zP6ZT0FzxggDTCfQFHS256ARxQGKSLT+YK9DB6fnCIqw7y4TQAmRtNbR0viaFWjy5KXDipAcNJ4tFJ4myhkpFDQDxErNW09ut3XfQdZhQ2CWQltD20XmEtBLyJNVKhMkQlBFGKMHydR73Y4OzCbVlRFTiHGTaW0o5dm7xIpwmrXc63UHFYFJ95xum2YVTmrZU29XuOaHUkrUJK4a2G7gnYHKZCehuflGDWxh6ykMOCDHStOtUQTuFZUzKTn/cbiTWKipwQhqGRi8NAnQdMFRK54toAELD0oIcgDFAIyAc6DMzAMY3NJ5yPRSHwGlYYhwGBhKkarql5oUAItElEIjnqQCGwfCN6P31CtKC7fO7UPeBJDlIgIuyGwr2FhJMs4RoNURtK0lqbrsLYnkxAl+N6y61vi0CFT/I69eiKl/+fAhRBnwMOn+4f+f6nnUkrXv9sfXfH8c3XF83urK57fW30onnDF9Dvo/5bpd7VAXelKV7rSla70/5We1j3+Sle60pWudKX/V3S1QF3pSle60pW+L3W1QF3pSle60pW+L3W1QF3pSle60pW+L3W1QF3pSle60pW+L3W1QF3pSle60pW+L3W1QF3pSle60pW+L3W1QF3pSle60pW+L3W1QF3pSle60pW+L/V/ARN3RVJgtfW7AAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "augmenter = vision.TrivialAugmentWide()\n",
        "imgs = [augmenter(orig_img) for _ in range(4)]\n",
        "plot(imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 随机应用的变换\n",
        "\n",
        "有些变换是以按照给定概率随机应用的。也就是说，转换后的图像可能与原始图像相同。\n",
        "\n",
        "### RandomHorizontalFlip\n",
        "\n",
        "[mindspore.dataset.vision.RandomHorizontalFlip](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomHorizontalFlip.html#mindspore.dataset.vision.RandomHorizontalFlip)会对输入图像进行水平随机翻转。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "hflipper = vision.RandomHorizontalFlip(0.5)\n",
        "transformed_imgs = [hflipper(orig_img) for _ in range(4)]\n",
        "plot(transformed_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomVerticalFlip\n",
        "\n",
        "[mindspore.dataset.vision.RandomVerticalFlip](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_vision/mindspore.dataset.vision.RandomVerticalFlip.html#mindspore.dataset.vision.RandomVerticalFlip) 会对输入图像进行垂直随机翻转。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "vflipper = vision.RandomVerticalFlip(0.5)\n",
        "transformed_imgs = [vflipper(orig_img) for _ in range(4)]\n",
        "plot(transformed_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### RandomApply\n",
        "\n",
        "[mindspore.dataset.transforms.RandomApply](https://mindspore.cn/docs/zh-CN/master/api_python/dataset_transforms/mindspore.dataset.transforms.RandomApply.html#mindspore.dataset.transforms.RandomApply) 可以指定一组数据增强处理及其被应用的概率，在运算时按概率随机应用其中的增强处理。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import mindspore.dataset.transforms as T\n",
        "\n",
        "applier = T.RandomApply(transforms=[vision.RandomCrop(size=(64, 64))], prob=0.5)\n",
        "transformed_imgs = [applier(orig_img) for _ in range(4)]\n",
        "plot(transformed_imgs)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 在数据Pipeline中加载和处理图像文件\n",
        "\n",
        "使用 [mindspore.dataset.ImageFolderDataset](https://mindspore.cn/docs/zh-CN/master/api_python/dataset/mindspore.dataset.ImageFolderDataset.html#mindspore.dataset.ImageFolderDataset) 将磁盘中的图像文件内容加载到数据Pipeline中，并进一步应用其他增强操作。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/imageset.zip (45 kB)\n",
            "\n",
            "file_sizes: 100%|██████████████████████████| 45.7k/45.7k [00:00<00:00, 1.01MB/s]\n",
            "Extracting zip file...\n",
            "Successfully downloaded / unzipped to ./\n",
            "column names: ['image', 'label']\n",
            ">>>>> after decode\n",
            "(64, 64, 3) 0\n",
            "(64, 64, 3) 0\n",
            "(64, 64, 3) 0\n",
            "(64, 64, 3) 1\n",
            "(64, 64, 3) 1\n",
            "(64, 64, 3) 1\n",
            "(64, 64, 3) 1\n",
            "(64, 64, 3) 2\n",
            "(64, 64, 3) 2\n",
            "(64, 64, 3) 2\n",
            "(64, 64, 3) 3\n",
            "(64, 64, 3) 3\n",
            "(64, 64, 3) 3\n",
            "(64, 64, 3) 4\n",
            "(64, 64, 3) 4\n",
            "(64, 64, 3) 4\n",
            ">>>>> after resize\n",
            "(48, 48, 3) 0\n",
            "(48, 48, 3) 0\n",
            "(48, 48, 3) 0\n",
            "(48, 48, 3) 1\n",
            "(48, 48, 3) 1\n",
            "(48, 48, 3) 1\n",
            "(48, 48, 3) 1\n",
            "(48, 48, 3) 2\n",
            "(48, 48, 3) 2\n",
            "(48, 48, 3) 2\n",
            "(48, 48, 3) 3\n",
            "(48, 48, 3) 3\n",
            "(48, 48, 3) 3\n",
            "(48, 48, 3) 4\n",
            "(48, 48, 3) 4\n",
            "(48, 48, 3) 4\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from download import download\n",
        "\n",
        "import os\n",
        "import mindspore.dataset as ds\n",
        "\n",
        "# Download a small imagenet as example\n",
        "url = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/imageset.zip\"\n",
        "download(url, \"./\", kind=\"zip\", replace=True)\n",
        "\n",
        "# There are 5 classes in the image folder.\n",
        "os.listdir(\"./imageset\")\n",
        "\n",
        "# Load these 5 classes into dataset pipeline\n",
        "dataset = ds.ImageFolderDataset(\"./imageset\", shuffle=False)\n",
        "\n",
        "# check the column names inside the dataset. \"image\" column represents the image content and \"label\" column represents the corresponding label of image.\n",
        "print(\"column names:\", dataset.get_col_names())\n",
        "\n",
        "# since the original image is not decoded, apply decode first on \"image\" column\n",
        "dataset = dataset.map(vision.Decode(), input_columns=[\"image\"])\n",
        "\n",
        "# check results\n",
        "print(\">>>>> after decode\")\n",
        "for data, label in dataset:\n",
        "    print(data.shape, label)\n",
        "\n",
        "# let's do some transforms on dataset\n",
        "# apply resize on images\n",
        "dataset = dataset.map(vision.Resize(size=(48, 48)), input_columns=[\"image\"])\n",
        "\n",
        "# check results\n",
        "print(\">>>>> after resize\")\n",
        "images = []\n",
        "for image, label in dataset:\n",
        "    images.append(image.asnumpy())\n",
        "    print(image.shape, label)\n",
        "\n",
        "plot(images[:5], first_origin=False)"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.6"
    },
    "vscode": {
      "interpreter": {
        "hash": "9f0efe8a0d8ccef1406a56130f5ab5480567fb275f7fbf51bbc40aede97503df"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
